{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2853dfa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "from IPython.display import display_html\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d63d514d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7038</th>\n",
       "      <td>6840-RESVB</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>84.80</td>\n",
       "      <td>1990.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>2234-XADUH</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>72</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>103.20</td>\n",
       "      <td>7362.9</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>4801-JZAZL</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.60</td>\n",
       "      <td>346.45</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>8361-LTMKD</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>74.40</td>\n",
       "      <td>306.6</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>3186-AJIEK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>66</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>105.65</td>\n",
       "      <td>6844.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7043 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customerID  gender  SeniorCitizen Partner Dependents  tenure  \\\n",
       "0     7590-VHVEG  Female              0     Yes         No       1   \n",
       "1     5575-GNVDE    Male              0      No         No      34   \n",
       "2     3668-QPYBK    Male              0      No         No       2   \n",
       "3     7795-CFOCW    Male              0      No         No      45   \n",
       "4     9237-HQITU  Female              0      No         No       2   \n",
       "...          ...     ...            ...     ...        ...     ...   \n",
       "7038  6840-RESVB    Male              0     Yes        Yes      24   \n",
       "7039  2234-XADUH  Female              0     Yes        Yes      72   \n",
       "7040  4801-JZAZL  Female              0     Yes        Yes      11   \n",
       "7041  8361-LTMKD    Male              1     Yes         No       4   \n",
       "7042  3186-AJIEK    Male              0      No         No      66   \n",
       "\n",
       "     PhoneService     MultipleLines InternetService OnlineSecurity  ...  \\\n",
       "0              No  No phone service             DSL             No  ...   \n",
       "1             Yes                No             DSL            Yes  ...   \n",
       "2             Yes                No             DSL            Yes  ...   \n",
       "3              No  No phone service             DSL            Yes  ...   \n",
       "4             Yes                No     Fiber optic             No  ...   \n",
       "...           ...               ...             ...            ...  ...   \n",
       "7038          Yes               Yes             DSL            Yes  ...   \n",
       "7039          Yes               Yes     Fiber optic             No  ...   \n",
       "7040           No  No phone service             DSL            Yes  ...   \n",
       "7041          Yes               Yes     Fiber optic             No  ...   \n",
       "7042          Yes                No     Fiber optic            Yes  ...   \n",
       "\n",
       "     DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
       "0                  No          No          No              No  Month-to-month   \n",
       "1                 Yes          No          No              No        One year   \n",
       "2                  No          No          No              No  Month-to-month   \n",
       "3                 Yes         Yes          No              No        One year   \n",
       "4                  No          No          No              No  Month-to-month   \n",
       "...               ...         ...         ...             ...             ...   \n",
       "7038              Yes         Yes         Yes             Yes        One year   \n",
       "7039              Yes          No         Yes             Yes        One year   \n",
       "7040               No          No          No              No  Month-to-month   \n",
       "7041               No          No          No              No  Month-to-month   \n",
       "7042              Yes         Yes         Yes             Yes        Two year   \n",
       "\n",
       "     PaperlessBilling              PaymentMethod MonthlyCharges  TotalCharges  \\\n",
       "0                 Yes           Electronic check          29.85         29.85   \n",
       "1                  No               Mailed check          56.95        1889.5   \n",
       "2                 Yes               Mailed check          53.85        108.15   \n",
       "3                  No  Bank transfer (automatic)          42.30       1840.75   \n",
       "4                 Yes           Electronic check          70.70        151.65   \n",
       "...               ...                        ...            ...           ...   \n",
       "7038              Yes               Mailed check          84.80        1990.5   \n",
       "7039              Yes    Credit card (automatic)         103.20        7362.9   \n",
       "7040              Yes           Electronic check          29.60        346.45   \n",
       "7041              Yes               Mailed check          74.40         306.6   \n",
       "7042              Yes  Bank transfer (automatic)         105.65        6844.5   \n",
       "\n",
       "     Churn  \n",
       "0       No  \n",
       "1       No  \n",
       "2      Yes  \n",
       "3       No  \n",
       "4      Yes  \n",
       "...    ...  \n",
       "7038    No  \n",
       "7039    No  \n",
       "7040    No  \n",
       "7041   Yes  \n",
       "7042    No  \n",
       "\n",
       "[7043 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('WA_Fn-UseC_-Telco-Customer-Churn.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bc3c94de",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户ID</th>\n",
       "      <th>性别</th>\n",
       "      <th>是否老年人</th>\n",
       "      <th>是否有配偶</th>\n",
       "      <th>是否经济独立</th>\n",
       "      <th>用户入网时间</th>\n",
       "      <th>是否开通电话业务</th>\n",
       "      <th>是否开通多条电话业务</th>\n",
       "      <th>是否开通互联网服务</th>\n",
       "      <th>是否开通网络安全服务</th>\n",
       "      <th>...</th>\n",
       "      <th>是否开通设备保护服务</th>\n",
       "      <th>是否开通技术支持业务</th>\n",
       "      <th>是否开通网络电视</th>\n",
       "      <th>是否开通网络电影</th>\n",
       "      <th>合同签订方式</th>\n",
       "      <th>是否开通电子账单</th>\n",
       "      <th>付款方式</th>\n",
       "      <th>月度费用</th>\n",
       "      <th>总费用</th>\n",
       "      <th>是否流失</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7038</th>\n",
       "      <td>6840-RESVB</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>84.80</td>\n",
       "      <td>1990.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>2234-XADUH</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>72</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>103.20</td>\n",
       "      <td>7362.9</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>4801-JZAZL</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.60</td>\n",
       "      <td>346.45</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>8361-LTMKD</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>74.40</td>\n",
       "      <td>306.6</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>3186-AJIEK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>66</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>105.65</td>\n",
       "      <td>6844.5</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7043 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            用户ID      性别  是否老年人 是否有配偶 是否经济独立  用户入网时间 是否开通电话业务  \\\n",
       "0     7590-VHVEG  Female      0   Yes     No       1       No   \n",
       "1     5575-GNVDE    Male      0    No     No      34      Yes   \n",
       "2     3668-QPYBK    Male      0    No     No       2      Yes   \n",
       "3     7795-CFOCW    Male      0    No     No      45       No   \n",
       "4     9237-HQITU  Female      0    No     No       2      Yes   \n",
       "...          ...     ...    ...   ...    ...     ...      ...   \n",
       "7038  6840-RESVB    Male      0   Yes    Yes      24      Yes   \n",
       "7039  2234-XADUH  Female      0   Yes    Yes      72      Yes   \n",
       "7040  4801-JZAZL  Female      0   Yes    Yes      11       No   \n",
       "7041  8361-LTMKD    Male      1   Yes     No       4      Yes   \n",
       "7042  3186-AJIEK    Male      0    No     No      66      Yes   \n",
       "\n",
       "            是否开通多条电话业务    是否开通互联网服务 是否开通网络安全服务  ... 是否开通设备保护服务 是否开通技术支持业务  \\\n",
       "0     No phone service          DSL         No  ...         No         No   \n",
       "1                   No          DSL        Yes  ...        Yes         No   \n",
       "2                   No          DSL        Yes  ...         No         No   \n",
       "3     No phone service          DSL        Yes  ...        Yes        Yes   \n",
       "4                   No  Fiber optic         No  ...         No         No   \n",
       "...                ...          ...        ...  ...        ...        ...   \n",
       "7038               Yes          DSL        Yes  ...        Yes        Yes   \n",
       "7039               Yes  Fiber optic         No  ...        Yes         No   \n",
       "7040  No phone service          DSL        Yes  ...         No         No   \n",
       "7041               Yes  Fiber optic         No  ...         No         No   \n",
       "7042                No  Fiber optic        Yes  ...        Yes        Yes   \n",
       "\n",
       "     是否开通网络电视 是否开通网络电影          合同签订方式 是否开通电子账单                       付款方式  \\\n",
       "0          No       No  Month-to-month      Yes           Electronic check   \n",
       "1          No       No        One year       No               Mailed check   \n",
       "2          No       No  Month-to-month      Yes               Mailed check   \n",
       "3          No       No        One year       No  Bank transfer (automatic)   \n",
       "4          No       No  Month-to-month      Yes           Electronic check   \n",
       "...       ...      ...             ...      ...                        ...   \n",
       "7038      Yes      Yes        One year      Yes               Mailed check   \n",
       "7039      Yes      Yes        One year      Yes    Credit card (automatic)   \n",
       "7040       No       No  Month-to-month      Yes           Electronic check   \n",
       "7041       No       No  Month-to-month      Yes               Mailed check   \n",
       "7042      Yes      Yes        Two year      Yes  Bank transfer (automatic)   \n",
       "\n",
       "        月度费用      总费用 是否流失  \n",
       "0      29.85    29.85   No  \n",
       "1      56.95   1889.5   No  \n",
       "2      53.85   108.15  Yes  \n",
       "3      42.30  1840.75   No  \n",
       "4      70.70   151.65  Yes  \n",
       "...      ...      ...  ...  \n",
       "7038   84.80   1990.5   No  \n",
       "7039  103.20   7362.9   No  \n",
       "7040   29.60   346.45   No  \n",
       "7041   74.40    306.6  Yes  \n",
       "7042  105.65   6844.5   No  \n",
       "\n",
       "[7043 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns= ['用户ID','性别','是否老年人','是否有配偶','是否经济独立','用户入网时间','是否开通电话业务','是否开通多条电话业务',\n",
    "               '是否开通互联网服务','是否开通网络安全服务','是否开通在线备份服务','是否开通设备保护服务','是否开通技术支持业务',\n",
    "               '是否开通网络电视','是否开通网络电影','合同签订方式','是否开通电子账单','付款方式','月度费用','总费用','是否流失']\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "beb016a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   用户ID        7043 non-null   object \n",
      " 1   性别          7043 non-null   object \n",
      " 2   是否老年人       7043 non-null   int64  \n",
      " 3   是否有配偶       7043 non-null   object \n",
      " 4   是否经济独立      7043 non-null   object \n",
      " 5   用户入网时间      7043 non-null   int64  \n",
      " 6   是否开通电话业务    7043 non-null   object \n",
      " 7   是否开通多条电话业务  7043 non-null   object \n",
      " 8   是否开通互联网服务   7043 non-null   object \n",
      " 9   是否开通网络安全服务  7043 non-null   object \n",
      " 10  是否开通在线备份服务  7043 non-null   object \n",
      " 11  是否开通设备保护服务  7043 non-null   object \n",
      " 12  是否开通技术支持业务  7043 non-null   object \n",
      " 13  是否开通网络电视    7043 non-null   object \n",
      " 14  是否开通网络电影    7043 non-null   object \n",
      " 15  合同签订方式      7043 non-null   object \n",
      " 16  是否开通电子账单    7043 non-null   object \n",
      " 17  付款方式        7043 non-null   object \n",
      " 18  月度费用        7043 non-null   float64\n",
      " 19  总费用         7043 non-null   object \n",
      " 20  是否流失        7043 non-null   object \n",
      "dtypes: float64(1), int64(2), object(18)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2e438a87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "msno.bar(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7b93f41c",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: ''",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [9]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m总费用\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m总费用\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mfloat\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\generic.py:5912\u001b[0m, in \u001b[0;36mNDFrame.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m   5905\u001b[0m     results \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m   5906\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39miloc[:, i]\u001b[38;5;241m.\u001b[39mastype(dtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[0;32m   5907\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns))\n\u001b[0;32m   5908\u001b[0m     ]\n\u001b[0;32m   5910\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   5911\u001b[0m     \u001b[38;5;66;03m# else, only a single dtype is given\u001b[39;00m\n\u001b[1;32m-> 5912\u001b[0m     new_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   5913\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_constructor(new_data)\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mastype\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   5915\u001b[0m \u001b[38;5;66;03m# GH 33113: handle empty frame or series\u001b[39;00m\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\internals\\managers.py:419\u001b[0m, in \u001b[0;36mBaseBlockManager.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m    418\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mastype\u001b[39m(\u001b[38;5;28mself\u001b[39m: T, dtype, copy: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, errors: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m T:\n\u001b[1;32m--> 419\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mastype\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\internals\\managers.py:304\u001b[0m, in \u001b[0;36mBaseBlockManager.apply\u001b[1;34m(self, f, align_keys, ignore_failures, **kwargs)\u001b[0m\n\u001b[0;32m    302\u001b[0m         applied \u001b[38;5;241m=\u001b[39m b\u001b[38;5;241m.\u001b[39mapply(f, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    303\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 304\u001b[0m         applied \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(b, f)(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    305\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mTypeError\u001b[39;00m, \u001b[38;5;167;01mNotImplementedError\u001b[39;00m):\n\u001b[0;32m    306\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m ignore_failures:\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:580\u001b[0m, in \u001b[0;36mBlock.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m    562\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    563\u001b[0m \u001b[38;5;124;03mCoerce to the new dtype.\u001b[39;00m\n\u001b[0;32m    564\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    576\u001b[0m \u001b[38;5;124;03mBlock\u001b[39;00m\n\u001b[0;32m    577\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    578\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvalues\n\u001b[1;32m--> 580\u001b[0m new_values \u001b[38;5;241m=\u001b[39m \u001b[43mastype_array_safe\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    582\u001b[0m new_values \u001b[38;5;241m=\u001b[39m maybe_coerce_values(new_values)\n\u001b[0;32m    583\u001b[0m newb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmake_block(new_values)\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1292\u001b[0m, in \u001b[0;36mastype_array_safe\u001b[1;34m(values, dtype, copy, errors)\u001b[0m\n\u001b[0;32m   1289\u001b[0m     dtype \u001b[38;5;241m=\u001b[39m dtype\u001b[38;5;241m.\u001b[39mnumpy_dtype\n\u001b[0;32m   1291\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1292\u001b[0m     new_values \u001b[38;5;241m=\u001b[39m \u001b[43mastype_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1293\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mValueError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m):\n\u001b[0;32m   1294\u001b[0m     \u001b[38;5;66;03m# e.g. astype_nansafe can fail on object-dtype of strings\u001b[39;00m\n\u001b[0;32m   1295\u001b[0m     \u001b[38;5;66;03m#  trying to convert to float\u001b[39;00m\n\u001b[0;32m   1296\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m errors \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1237\u001b[0m, in \u001b[0;36mastype_array\u001b[1;34m(values, dtype, copy)\u001b[0m\n\u001b[0;32m   1234\u001b[0m     values \u001b[38;5;241m=\u001b[39m values\u001b[38;5;241m.\u001b[39mastype(dtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[0;32m   1236\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 1237\u001b[0m     values \u001b[38;5;241m=\u001b[39m \u001b[43mastype_nansafe\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1239\u001b[0m \u001b[38;5;66;03m# in pandas we don't store numpy str dtypes, so convert to object\u001b[39;00m\n\u001b[0;32m   1240\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(dtype, np\u001b[38;5;241m.\u001b[39mdtype) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28missubclass\u001b[39m(values\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mtype, \u001b[38;5;28mstr\u001b[39m):\n",
      "File \u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1181\u001b[0m, in \u001b[0;36mastype_nansafe\u001b[1;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[0;32m   1177\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[0;32m   1179\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m copy \u001b[38;5;129;01mor\u001b[39;00m is_object_dtype(arr\u001b[38;5;241m.\u001b[39mdtype) \u001b[38;5;129;01mor\u001b[39;00m is_object_dtype(dtype):\n\u001b[0;32m   1180\u001b[0m     \u001b[38;5;66;03m# Explicit copy, or required since NumPy can't view from / to object.\u001b[39;00m\n\u001b[1;32m-> 1181\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43marr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m   1183\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m arr\u001b[38;5;241m.\u001b[39mastype(dtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n",
      "\u001b[1;31mValueError\u001b[0m: could not convert string to float: ''"
     ]
    }
   ],
   "source": [
    "data['总费用'] =data['总费用'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f9e9174f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "空字符串的数量: 11\n"
     ]
    }
   ],
   "source": [
    "# 筛选出 '总费用' 列为空字符串的行\n",
    "result = data[data['总费用'] == ' ']\n",
    "\n",
    "# 统计空字符串的数量\n",
    "empty_count = result['总费用'].count()\n",
    "\n",
    "print(\"空字符串的数量:\", empty_count)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0cd46727",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['总费用'] = data['总费用'].replace(' ', 0).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f99f7951",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "空字符串的数量: 0\n"
     ]
    }
   ],
   "source": [
    "# 筛选出 '总费用' 列为空字符串的行\n",
    "result = data[data['总费用'] == ' ']\n",
    "\n",
    "# 统计空字符串的数量\n",
    "empty_count = result['总费用'].count()\n",
    "\n",
    "print(\"空字符串的数量:\", empty_count)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6b9a7877",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['总费用'] = data['总费用'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "05c60e9e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   用户ID        7043 non-null   object \n",
      " 1   性别          7043 non-null   object \n",
      " 2   是否老年人       7043 non-null   int64  \n",
      " 3   是否有配偶       7043 non-null   object \n",
      " 4   是否经济独立      7043 non-null   object \n",
      " 5   用户入网时间      7043 non-null   int64  \n",
      " 6   是否开通电话业务    7043 non-null   object \n",
      " 7   是否开通多条电话业务  7043 non-null   object \n",
      " 8   是否开通互联网服务   7043 non-null   object \n",
      " 9   是否开通网络安全服务  7043 non-null   object \n",
      " 10  是否开通在线备份服务  7043 non-null   object \n",
      " 11  是否开通设备保护服务  7043 non-null   object \n",
      " 12  是否开通技术支持业务  7043 non-null   object \n",
      " 13  是否开通网络电视    7043 non-null   object \n",
      " 14  是否开通网络电影    7043 non-null   object \n",
      " 15  合同签订方式      7043 non-null   object \n",
      " 16  是否开通电子账单    7043 non-null   object \n",
      " 17  付款方式        7043 non-null   object \n",
      " 18  月度费用        7043 non-null   float64\n",
      " 19  总费用         7043 non-null   float64\n",
      " 20  是否流失        7043 non-null   object \n",
      "dtypes: float64(2), int64(2), object(17)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e29db5db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>是否老年人</th>\n",
       "      <th>用户入网时间</th>\n",
       "      <th>月度费用</th>\n",
       "      <th>总费用</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "      <td>7043.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.162147</td>\n",
       "      <td>32.371149</td>\n",
       "      <td>64.761692</td>\n",
       "      <td>2279.734304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.368612</td>\n",
       "      <td>24.559481</td>\n",
       "      <td>30.090047</td>\n",
       "      <td>2266.794470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.250000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>35.500000</td>\n",
       "      <td>398.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>70.350000</td>\n",
       "      <td>1394.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>89.850000</td>\n",
       "      <td>3786.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>118.750000</td>\n",
       "      <td>8684.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             是否老年人       用户入网时间         月度费用          总费用\n",
       "count  7043.000000  7043.000000  7043.000000  7043.000000\n",
       "mean      0.162147    32.371149    64.761692  2279.734304\n",
       "std       0.368612    24.559481    30.090047  2266.794470\n",
       "min       0.000000     0.000000    18.250000     0.000000\n",
       "25%       0.000000     9.000000    35.500000   398.550000\n",
       "50%       0.000000    29.000000    70.350000  1394.550000\n",
       "75%       0.000000    55.000000    89.850000  3786.600000\n",
       "max       1.000000    72.000000   118.750000  8684.800000"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "be6de93c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"用户ID\"].value_counts().sum()\n",
    "data['用户ID'].nunique() == data.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cbf3273a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户ID</th>\n",
       "      <th>性别</th>\n",
       "      <th>是否老年人</th>\n",
       "      <th>是否有配偶</th>\n",
       "      <th>是否经济独立</th>\n",
       "      <th>用户入网时间</th>\n",
       "      <th>是否开通电话业务</th>\n",
       "      <th>是否开通多条电话业务</th>\n",
       "      <th>是否开通互联网服务</th>\n",
       "      <th>是否开通网络安全服务</th>\n",
       "      <th>...</th>\n",
       "      <th>是否开通设备保护服务</th>\n",
       "      <th>是否开通技术支持业务</th>\n",
       "      <th>是否开通网络电视</th>\n",
       "      <th>是否开通网络电影</th>\n",
       "      <th>合同签订方式</th>\n",
       "      <th>是否开通电子账单</th>\n",
       "      <th>付款方式</th>\n",
       "      <th>月度费用</th>\n",
       "      <th>总费用</th>\n",
       "      <th>是否流失</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.50</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7038</th>\n",
       "      <td>6840-RESVB</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>84.80</td>\n",
       "      <td>1990.50</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>2234-XADUH</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>72</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>103.20</td>\n",
       "      <td>7362.90</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>4801-JZAZL</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.60</td>\n",
       "      <td>346.45</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>8361-LTMKD</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>74.40</td>\n",
       "      <td>306.60</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>3186-AJIEK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>66</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>105.65</td>\n",
       "      <td>6844.50</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7043 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            用户ID      性别  是否老年人 是否有配偶 是否经济独立  用户入网时间 是否开通电话业务  \\\n",
       "0     7590-VHVEG  Female      0   Yes     No       1       No   \n",
       "1     5575-GNVDE    Male      0    No     No      34      Yes   \n",
       "2     3668-QPYBK    Male      0    No     No       2      Yes   \n",
       "3     7795-CFOCW    Male      0    No     No      45       No   \n",
       "4     9237-HQITU  Female      0    No     No       2      Yes   \n",
       "...          ...     ...    ...   ...    ...     ...      ...   \n",
       "7038  6840-RESVB    Male      0   Yes    Yes      24      Yes   \n",
       "7039  2234-XADUH  Female      0   Yes    Yes      72      Yes   \n",
       "7040  4801-JZAZL  Female      0   Yes    Yes      11       No   \n",
       "7041  8361-LTMKD    Male      1   Yes     No       4      Yes   \n",
       "7042  3186-AJIEK    Male      0    No     No      66      Yes   \n",
       "\n",
       "            是否开通多条电话业务    是否开通互联网服务 是否开通网络安全服务  ... 是否开通设备保护服务 是否开通技术支持业务  \\\n",
       "0     No phone service          DSL         No  ...         No         No   \n",
       "1                   No          DSL        Yes  ...        Yes         No   \n",
       "2                   No          DSL        Yes  ...         No         No   \n",
       "3     No phone service          DSL        Yes  ...        Yes        Yes   \n",
       "4                   No  Fiber optic         No  ...         No         No   \n",
       "...                ...          ...        ...  ...        ...        ...   \n",
       "7038               Yes          DSL        Yes  ...        Yes        Yes   \n",
       "7039               Yes  Fiber optic         No  ...        Yes         No   \n",
       "7040  No phone service          DSL        Yes  ...         No         No   \n",
       "7041               Yes  Fiber optic         No  ...         No         No   \n",
       "7042                No  Fiber optic        Yes  ...        Yes        Yes   \n",
       "\n",
       "     是否开通网络电视 是否开通网络电影          合同签订方式 是否开通电子账单                       付款方式  \\\n",
       "0          No       No  Month-to-month      Yes           Electronic check   \n",
       "1          No       No        One year       No               Mailed check   \n",
       "2          No       No  Month-to-month      Yes               Mailed check   \n",
       "3          No       No        One year       No  Bank transfer (automatic)   \n",
       "4          No       No  Month-to-month      Yes           Electronic check   \n",
       "...       ...      ...             ...      ...                        ...   \n",
       "7038      Yes      Yes        One year      Yes               Mailed check   \n",
       "7039      Yes      Yes        One year      Yes    Credit card (automatic)   \n",
       "7040       No       No  Month-to-month      Yes           Electronic check   \n",
       "7041       No       No  Month-to-month      Yes               Mailed check   \n",
       "7042      Yes      Yes        Two year      Yes  Bank transfer (automatic)   \n",
       "\n",
       "        月度费用      总费用  是否流失  \n",
       "0      29.85    29.85    No  \n",
       "1      56.95  1889.50    No  \n",
       "2      53.85   108.15   Yes  \n",
       "3      42.30  1840.75    No  \n",
       "4      70.70   151.65   Yes  \n",
       "...      ...      ...   ...  \n",
       "7038   84.80  1990.50    No  \n",
       "7039  103.20  7362.90    No  \n",
       "7040   29.60   346.45    No  \n",
       "7041   74.40   306.60   Yes  \n",
       "7042  105.65  6844.50    No  \n",
       "\n",
       "[7043 rows x 21 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4c3ee2a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x960 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "feature_map = {\n",
    "    '用户入网时间': '用户入网时间数据',\n",
    "    '月度费用': '月度费用金额',\n",
    "    '总费用': '总消费金额'\n",
    "}\n",
    "plt.figure(figsize=(18, 8),dpi=120)\n",
    "\n",
    "for i, (col, col_name) in enumerate(feature_map.items(), 1):\n",
    "    plt.subplot(2, 4, i)\n",
    "    sns.boxplot(y=data[col],color='CornflowerBlue')\n",
    "    plt.title(f'{col_name} 的箱线图', fontsize=14)\n",
    "    plt.ylabel('数值', fontsize=12)\n",
    "    plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "81ef1fd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 46)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = data.iloc[:,1:].copy()\n",
    " \n",
    "# 将标签Yes-No 转化为 1-0 【手动转换】\n",
    "df['是否流失'].replace(to_replace='Yes', value=1, inplace=True)\n",
    "df['是否流失'].replace(to_replace='No',  value=0, inplace=True)\n",
    "\n",
    "# 其他所有分类变量转化为哑变量(将分类变量转换为数值变量)，连续变量保留不变\n",
    "df_dummies = pd.get_dummies(df)\n",
    "df_dummies.sample(5)\n",
    "df_dummies[['是否流失', '用户入网时间', '月度费用', '总费用']].T\n",
    "df_dummies.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e6249010",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XtrREJi1dTvtOLZDcPkqK5d+1Q067DnIGDZPcbsnrDdvUPbR6dhanYxxyBQ5ULrdMenDWpL176m5bXipbUS6TnCLTOjs2RSJ9hsh0DF6wWv+dVFFWu03rwBinvfn1xyvcI3VIkzLbNFuKwAHPnSSTGSiItxGW9qhSUiRbViqTmia1ad+4fkLb79lZd9s91QVupk0HWS5OA4mjMWNGaXF1wWljxwwF3v+VbD3jRuh+k92ecQNoaUnJMlnBcxO7aheq11BcfW7CtO/YAsnVzelc8xqG6dRVTqeuch81Wb7vlqj83t/J7q7nZwIAoBEoagHCSM2snuq/vKiojpZSeXFJ1XZKq5oXllMzWwVj1H9xvCIYZ98YAJqmuLz64m96cv1/9tKTA0UtJR5PTPJxO0ZXHz1SPz78ELVKSY7YLsnl0rEDeujIvl3Vv0MbtUpN0t6yCi3O3aEX5q/QtsJiLdy0XZc/876ev+wUZaZGjgWgJpOeXrVtS0vraBlsU1Yqk5YupaXX2zYWvHNnK/nUs+Vkt1HyWdNV8eITtdq4hoyQa+yR1S+k8XkCaDbJqVWbtqK8/vaecik5RUpKaf5cUtPlTD4vkIvfJ//nb4dvV9m3pyH5VgT+TY5BvsCBKjWteru8/s8SqiiTUtNkUtLqb1ujn5DPLPX1E1rgltrIfgDEVmPHjPIyKSVNSkmtv+2+QseZcIWvoUL3N3Z8AtB0oecYSksit6tUXialpcukxufchCTJ65H368/kW/SN/BvWSiVFUkYruQYNk/ukM+R06CzX4BFKveMBld5ypVTS9JsGAQCQKGoBwkpKrT6h66uo+8K2t7z6RHFSWs0vgEmpqcEYFfX2WRln3xgAmqbcWz11Z5Kr/jWiK9uUeSJP+dlQ/51+gjw+v/zWKr+kXIs2bdcLC1bo0TlLtGF3oX538jhlJCeFPfbFK05R69TaF5fG5nTRhWMO0Q0vf6Iv1m7R2p0Fenj2Yt06ZWyT8wUOGqEXbr0NKGALFrmZlPhc8K148QklHXuiTEYrJV9yjUx2W1W89bJs3haZ1tlyTzhOKZdeG5jy1+uVcbvjlitwQHKHfG2uY0rwKr5gQa27mQtOjZFzyiUyWe0kSXbue9L2CMsKuIOfL3yNyTf8ZxIAYSSFvL8jzKBWQ+XnjaTGjQsm9H3pq7sfG1qU38h+AMRY6GeCet7LkqrHlWjey0kh40Z933W8jBtAPJnk6vedbcDnCeupkJGkOH7fL/355VJx7ZuA/d8ukuedV5Ry65/kHjVOTs/eSv7R5ar43z/ikCUA4EB00BS1GGO6199K+oky62+EA56nrLpQxRXhgnMld8iHSM8+d3t7ysqUkpEhV3L9Xwwr4+wbA0BkeYXFKiwLXzTWOjVZnVpnKMVdXcjiacCFnco2qUn1F8DUJ6ddVo3nh/fuovPHDNJVz36gGUvXaEXebj1zycnKSKk9zoQraKmUkZKkv519jKb881Xll5brpYUrdePkw5TcgKIdAJJCZ1poyEXc4IlhW96AGQ9iwG7fptI/3qq03/45UNhy5gVKPvOCWu3K//sPJV9wueR2y5Y04C4vAFKrrBozIdRQViIVFdS8YO004G+tK/g121t/YXtjmON/JNNniCTJrlkmO/fdyI29nkABX0M+G1TlG5tZ6oADkifk/e1uwKm1ys8bnsaNCzb0femqux8TeiG7kf0AaIKstlJ6q/D7Soqkgt01PxPU816WVD2uRPNeDi1wq++7jptxA4gnG3IjrGnA5wlTWXwWp3MTksIWtFQpLVH5vb+V69+vBG7AmTJVFU893LACYADNwgmUvgEHpIOmqEUSi4Kiwcr27q3aTmkV4Ytp5f6M6pPg+y4zVLa3SCkZGQ1aUig5GKchSxUBCHjgk4V6Y8masPumjeiru6YepYyU6j91JRX1f4mqbJOeFJu7lbPSUnTX1Ak67ZE3tCJvj/79+VLdOOmwRsfJTE3WyUN767l5P6jU49XyLbt0aI/4r6kL7A9CCz5MA2ZIM5XThTdkOuAY8S38WsXXXKjkH10q9xHHyMnKrt733VKVP/tf+ZYtVMoV10mSbFFhnDIF9i/mqNPlDB0Xdp//269k3326xtT8JjlFtr6gjVn6p4HMUafLGTFBkmRzV8s/4zHJ1pFJY5ZAqjw53pCllQAElIXcjNKQJTuCy5jVu4RQrX5CPrOkpNU9/oQslVYjPwAx5Zx2kZzDJ4Xd5//6I/mfub/xY0blskPl9SwfFE7oOJNcz/JFofsbOz4BaLrQcwwNWe44ODbYsgS+iaWkWN45HyrplLNl0tLl9DtE/h+WxTsrAMABoEWKWowxw6RmLw/r0MzxgCr5uVuqttt076qNCxZFbNumR/UkQHs21Zz+Oz93s7I6d1Kb7l3r7bNtj27BGJsbmy6AOqS43WqTnqI9JeXaVlh30VhBablKPYGils5Z9RejRatvh2z1attaG3YX6v3vN0RV1CJJfdtnV23n7U3gL7RAovFUyJ+/R052G5n29RSDtcqUCZ5c8u/Ma4HkIrPbNqv8/j+q/P4/yrRtJ6VlyO7ZVbVGtTN4eFVb/8Z18UoTOPD4vLIle2XSM6XMNnW3TUmTCS5xZgvzm6V7M/Z4OeOmBGJu2yj/q4/UP6vK3j1SRmspM7v+Dlq3qT4GQMN4PbJ7C2Qys2Sy29XdNr1VdYHsnp2N6ye0fZv20sZVkdu2qT5NZvfsaFw/AGKrMWNGWoZMsPDFNnbMkGTzq48xbdrLblodsa1p0z7scQBaiKdCtmCPTFYbmXb1XO7KqD43YXdub4Hkohd6PqLenwsAgAZqiaIWI2lxjOLWe5NciB4NbMeMLtDW736o2u48aICWvPlOxLadBg2QJPk8Hm1fvXafOCvUa/QopWdnq3WnjirMC/+Bs3XnTkrLCixTsvX7FU1NHzho3DX1KN019ah62/Vpn60FG/O0cfdeef1+uR0nbLt1OwtCjskK26a5tE1P1YbdhdpSUMe0nfWwjfozCCCUf9M6Odlt5HTtEVhOxB9+eTKnR071MQlUKGJ375K0q8Zr7iEjq7Z9P3zbsgkB+yn77tPyvft0/Q135UnpmVJ2B8k4kvWHb9euc/X27m1Nzs+MPErOxGmBXHdulf+VB2vMHBOJ3bVNpnMvmdT0QHFLcYTZmzJaV18429X0fIGDid22SSYzS+rQVXIcyR9+XDCduoccs7HRfYTGqevTv+kc6Mf6vNKOrY3qB0D0/M/cH5iNpT55m6TMLKlDlzrHDIWMGcqL4jR1yLhRI1YdfTFuAPHjz10vV1YbOV26131uonuv6mM2rW+h7KJkWP4EAND8Yl3U8pxiU9DSaNba3PpbSf9nWsc6FewH1s9bKE95uZJSUtR/4gTN+vPfw7ZzJSWpz7jRVcf4PDXvmFz9+VyNu+h8SVL/iRO04KXXwsYZMHFC1faaL75qjh8BQIhRPTpqwca8qmV6RnQPf5fAvA3bahwTS3l7AzMrpCdHv8zRmh3VRTgdWzVgCmMAVXzLF8s9bFRgOtz+g+RfsTxsO/ewUSHHLGmp9KLiPjY4k0NZmbxffRbnbIADi928RqZHv8AsLJ17SlvXh21nuvercUxTmMFjZSafG4iVv0P+l/4plTZwqdLcNdKQw6tysisWhu+jR//qJ5vXhm0DIDy7ZrnUf6hMappMz/6y68PfoGL6Dws55rvG9bF+pazHI5OUJDNgmPT+y+EbutwyvQdVHSNf/cuuAmhZdu13Mv2GBopJe/STNqwM267GmLH2+8b3s2FV9bjRb6jsB6+Eb+hyy+QMDGxvWMW4AcSJ77ulcg05NLhUz0D5V4b/rOAaemjVtv/7pS2VXlScHr2rtu1uZoECADSP8LeqNxNr7Txr7ZOxfMQyfxy8youKtOKj2ZKkQyYfo+xu4ZcPOvTM06tmWFn8+lu19i+dMVN+X6C6+ohLp0fsb/wlF0qS/D6fls6Y2aTcAdQ2aVDPqu3Xl4Sfsttvrd5cGrj41Do1WWNzusQsn2Wbd2pLQeCi1ICO2VHF2FtWoXeXB2aNSEtya2jX9vUcASCU98vZVdtJU04P38gYuSefIkmyewvlWzK/JVKLivuoSXL1DZyU9nzynlQc/SxQAGqzq6qL2szQcRFaGZlgIYktK5E2hr9Y1SD9R8icNF3GOLKFe+R/8R9ScUH9x1Xmu2aZbPAOcDNsfMR2lT+L9ftl17DWPdAYdvHcqm0z/vjwjYyRM25SoH3JXtkVjbwIVV4qu2JxINSgkVKEZUvMoUfIpAWWT7VL5oZtAyC+/Eurb2Jzxk0O38gYOWOOlSTZkiLZlVFcuC4vlV0Z+NxiBo6IPG6MGF81bviXMm4A8eILuSHFPenU8I2MkfvYkyRJtqhQvmULWiK16KRnyH1U8LNPWan8qxpfnAcgeo45uB44uMS0qAVIVOMvvkCP2kI9agt16m2/Ctvmg7/+Q1JgNpbzH7pPZp/lSjLatdUZf/6DJKl4zx598d+nasUozNuub559SZI05MTJGnXW1FptRp09TUNODHyZ/frpFyIuUQQgesO7ddBhPTtJkl5btEqLN9V+nz0+d7nWBpcfmj72ECW5av+JfH3xKg2+4wkNvuMJPfjpolr7l27eoe+27qr1eqi8wmL96s05Vc9PH963Vps5q3NV5ol8l1RxuUc3vfKp8kvLJUlnHtpfyW5Xnf0CqMm/Yrm8ywIzFyRNmSrnkGG12iSdNV2uXn0kSRVvvCD5ak4D7D7+VGXOmq/MWfOVPP2qmOZrOnSKuM8ZOESpN/5OkmQL81Xx+EMxzQU4KG3bILtptSTJDDtC6tq7VhMzZpJM+0BRrF3wSdhlBcyQcXL94iG5fvGQzBEnh+8rZ5CcUy+VcVyyxYXyv/QPqXB34/ItLpT9fl6gz96DpQGH1m4z4NDAPkn2u28iL1EEICy7YaX8qwLL/TlHnlA1U0ooZ/KZMl0CBfb+j2fUWlLAjJuspEdmKumRmXJOuTBsP/4PAzO+Gpd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Q48DrNHdr9XKawbZvqjhu1CJm4Zi2gSQbr9cfU9XzgbFtcaFUsDt8RwW7ZUuKZFLSZBq3UO0blAAo0+iQzpKkXStW1riVx84lFYvPDQPXRGL+a2+o319uUrPDe6n98cO1+uvvqrXpf9stkiSfx6P5r79Z574dycnKbNlCbY8Zpj43/0mpjfzlOmc/91LEcQKoLrOL/zVfsLLmeaJgacWCc9k1ddWgRzc509IkSTun/6aUZk3V9a471PKUk+XK9G8j5i0q0vYpP2npE09q5/TaF6UaDR6koyZ/p/QOHWSMUcnWrcqdOUvrPx6rzeMnRBQfgPhrcegh5cebFoVfxJakzYuWqPvI4XImJal554O1MbCNYnA/hbm52r15S9g+dm/arKJdu5SWna2WQWMDiEKLtv7vWzdKvhrWIjatq35NpGNI0ua1NbfdvE7q1tf/BHWzVtKmivYm0I8tzJd215Agv3unbFGBTFpG+TUA6knzus4ZQa/1aF6HleaNdeHbSf756dA+YeaNNpIC80Zebvg+gueN5swbQKQcrdtLkuym9TVuC+TbsLr82ASu2dvKYy3Ik3btCN8wd7tsYb5Memb5NQCwLwls5XN04MdXqiS0lHlC0mWSDpV0kzHmH9baSJ9cvDXw3SvpuqCEFkmStXabMeY2+bcmaih/9ZYnqsTaXP5tiiTpqyoJLWX9fGCM+UrSSEkXG2P+Zq3dHGGscRfrSi1AbDldMulZ/uO8WioXlBTJlpbIJKfINMiJTZLIQd1lmvk/9GnVAqm0uHqbBoF9JGv6QFhm906paZqUxd6TQF05U1KU1rSJJCl//cYa25bk7lJpfr6SMzOV2SbyqmszHvuXmvXprXbHHq0T3/mv5r74itb9MFlF23You2N79bjyMrU56kj5PB5N/svftHNx+Cc4Jan10CN1+oRPw55f9O4HmvnkMxHHCaAyR0qKUpr4twgs3lDzPOHetUue/AK5MjOU1rpVRONkHVKx3aEjNUVH/TixfNwyzrQ0NTtuuJoee7QW3HWfVr74n6rdVJLRofKCUHr7dkpv306tTjtVO37+VTOvvEbFGzeFuRpAomnYtuL9x851obceKj+/tuLGVMO2bSoltZT1U1sfkrRj7Xq1zs6uNDaACLmSZLKyJUk2d1vNbYvyZYuLZFLTZBo2iWgY07Bp+bHdWfM4wedNw6aywTfGcwL91BarJO3cKqVlSEFjA9hDEc0ZBRUPuUXxOjQ5FfNMbWPZoIfxqs0bZWOH2b6okp3bAvNGZHMccMBLSpZpkCNJsturPxxbSUG+bHGhTGq6HI2bxT62EExgXLujllgl2e1bZNIzy68BsHcYY+Idwv5iTNDxa6EaWGt9xpg3JP1D/oSToyWF3+u1isCWRcMDP35jrQ2XjfyxpN2SGkg6XVWSWiSdIslZU6wBr8uf1OIMXFPzInQCimlSizHmHvmzhmLFWmtJ9TyQJaeWH9rSktrbu0uk5BQpKaX+Y0lNl2PEOf5YfF75poQpq1c2trsu8Zb6vyfHIF5gP5WUVbF9oTu/oNb2nsJCJWdmKilQNSES7oICfTbmHB164Xnqe8sN6nPj9epz4/WV2iwb+7lm/utpbZ4xM+L+y+xatVo/3PgXrfl2YtR9AKjgyqyYJzwFtc8T3sJCuTIz5MyIbJ5IyqlISu3y15vlTE3V5glfa8ljTyhv4SK5GmSp5cknqevdf1dSgwbq9uC9yl+2XFu/+75aX77SUm36coK2TpykvIWL5dm9W0nZDZTTv586XHaJ0tq0VqNBAzTwo/c0deRoefLyIooVQHykZmWVH5fk59fYtiSwhZkkpVR535IaeP9TUof3PqWBfqr2ASACqWkVxyVFtbcvLfZfk5JWe9uw44R4aCZY8PmU1MrnyvqprQ9JKikJ3QeA6EXyWi5rk5IW3euwvuaNsvmqrnNcqD4A1Czo9Wrr8lorLpZS0/1f8VA2bnEdY5Uqz0kAsO8YGvheIP/2P+FMCjoeogiSWiQNkFR283dSuEbW2lJjzM+Sjpc0wBiTVKUizNCg47D9hIiVpJYqciS1kfReDPruLalLbY2wn3MF/ROuoTxfOW9g33lXcv3GYYwcJ10qk+1/+tpOmyBtCZNU50oKxBJJvEn1ECRwYHClVCSB+coSw2rgLfG3caVGt/jSrE9vdTn7dGV37BDyfNtjhqlwy1btWLxE7ryab1Zt/m2W3u4/RJLkTE5RVtvW6njSKHU972wNf+Fp/XL/P7TgjbejihNABUfQPGHdtVeF9JX65wlnhPOEM6NiocmZmqpNX36lGRddJll/vbjSbdu1+rU3tHvBIh3x+ccyTqcOvffOkEktU447UZ7d1bct3D51mla9/Kr6vvaymh17tLIO6aIut96iBXfdG1GsAOIjKbViPvKW1jwfeUoqkuKT0iovDicF5idvae3vfcr6qdoHgAgkBa0plH1ur4nHXf26SMfx1DKOJ2gOqfpgTFJS3foI7icWDwMBBypXBK9lKfo5o9pYtXzWCY6l6lhl80ZEcxzzBhAJE/zf69per5Ksxy0jScn1fG+jrgLj2jrMY7bs74lXrACwZw4NfF9mra1p0lsU4ppIx6jaT7hxjpc/r6OzpAUh+tllrQ1bvttau9EYU1bxJdJYE8Le2H7IWmvPq+9OjTGPS7o5gvZt6tLO89h1UceEepaZHT7ruLhQyt9V+cOXwxm6bTBn4J+8p/bF3kiY486VOai7JMkunyc77cvwjT1u/wKTM5J4I92GDThwBd/wcdRhAciZ4m/jKa7D01JVHDzmZB3/yvNypaZq27zf9cuDj2r91Gly5+Urs01rdT5zjPrfdosOu/pytR4yWGNHn6HCzVvCx15YqB0LKt6/bJ09Rys+H6/F736gkz96R8Of/7cyWrXU9Ef+GXGsACr4guYJk1R74qgjsAjjjXCe8FVpv/DeB8oTWoLt/OVXbRw3Xq1OPVkNuh2qrEO7Km9h5c8yoRJaynjzCzTz8qt17G8/K7lxI7W7+EItvP+hOiXsAIgvd3HFfORMrnk+Ck7cdRdVfjrSXVyslIwMOeuwaFzWT9U+AEQgOHneWYeltbIHVeqQdB92HFct4wQ/DFO1kq3bLaU4a+8juJ+6VJcFIGU3ltIzQ58rzJd2ba+8DhnR6zCK9ctKY9XyWSc4lqpjlc0bEc1xzBtAJCpVnq/DQ62mrE0dEtljorRUSk2TqcM8FvdYARwQ6nrvv4atfUL1mSqpbE/FGq+z1u40xhRIypDUtq5jBAS3ry2+oD0i1VaVk1rK+qnL37hWUndFHmtC2BtJLYlibe1NkEjM0FPk6DEo5Dnf7z/LfvlmRXlL+TObq98mqiKSrX/qyAw9RY5e/soKdt0y+T57JeQNq3KRbIFUdkO+LlsrAZCkStVQ6rKlkCvdnzxXl62KgqU1a6oRLz4tV2qqti9YqA+OPVGewoptAXavWq3f/vlvbZ4xU2M+/0iNux2qo/75D024KPJd+db98KPmPPeS+t58gwbc8Vct+3isdi5ZFnE/APw8QVt8uOqwpZAzME9467BVUeVxKtoXrFqtgmXLw7bd+v0PanXqyZKknMN7V0tqqXWsvDxt+GSsOlx5uVyZGcrp3Us7p8+IqA8Ae19x0FZhKZlhboiVnQ+q/lR1m6HivHylZGTUaUuh5EA/ddmqCEAYwWX367KlUNnWyXXZWiDsOLVUjAs+X3XLkeIi//m6bA1SlkBXly1SAMhx8kVyDBoR8pzv52/le+vJyF7LwW2ieR3W17xRUjZvRDLHMW8AEQl6vZq6vNbKqscWF9bcLlaKC/3bCdVlS6HyWEmkBxBTdb33byLoMyvouObS+35lSS01L+rs2TjBCzhVxynrp66xhupjn+CIdwDAHvF6ZAsDC8FZDWtum5JWXtLP7s6tl+HNgOPkGDTS3+emNfJ99HztVVXydvq/Z+XUPkCDhpWvAVArb0mJirZukyRltm5ZY9uUnGwlB24g5a9bH9E4Xc48rfzaGY8/WSmhJdi6H37U2h8mS5IOPnW0UnKyIxqnzIpx/gpQDqdTB58yOqo+APj5SkpUsm27JCm1Vc3zRFJ2tlyBm8RF6zdENE7x+op5pXjDxlraVvSd3LRJDS3Dy1u8pPw4tWWLqPoAsHflrqt47Tds06rGtg3bVjyAtHNt5QdwcgPvY2rrQ5IatW0d6COy9z4Agnjcsnm7JEkmp5b/bqdlygRu/tid2yIaxuZWtDcNax4n+LzdubXyybJ+aotVkho29X+v2geA6EU0Z2SU39yu9lquA5u7vfy4trFMTtOK68LOG41rH7Rs/olwjgMOeO7S8vsUpnHTmttmZMoEqtr7toevAh1Ldrt/njCNaolVkmncLHBNfGIFDlgOc2B9xUZwVnBdyk2VVSWIdI/nSMYJrnxQdZyyfmIZa0I4kCq11LWUDhVdEoT98k15v3yz9obbN0vpWVJOU8k4JOsL3a5x0M2dHWG3Fasz03uoHMPG+GPdtlG+D5+pVDkmHLt9k0yL9v43oRkNpIIw2wlkNKj4ELt9z+MFDiQ7Fi9V66ZNlH1QRxmnU9brDdmuYZfO5cc7Fy+NaIyGh3QpP946e06NbbfOmqN2xx4th9OpnE4Ha/OMmRGNJUlF2yoWprLa7ZPV4YCEkr9kqVKaNFZGx5rniYzOnSpdE4m8RRVJJsZZcy558Pm67E8dupOYfZgDECMbg7YdbNG1i+Z8+kXYts27+t97eN1ubVm2oko/i9W+Xx+l5+SoQfNm2h1mu8MGLZorLdufYLtx4eI9DR84sG1aK2VlS01bSg6H5AuzFtGiTeVrIrFxTcVx87aSfg7ftrl/HOv1SFsrJ9PaTWtk2neWSc/0PzyzO8yDMw0ayqRlBK5heQyoC99bT/qrsdRmc13njKDP+9G8DjcFzxu1VORvUcO8sXGtTLvAvJGVI+Xlhu4jeN7YzLwBRMq3frWcDXJkWrSWHE7JF3ptwtGqffmxXb96b4VXiW/9Kjk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      "text/plain": [
       "<Figure size 3000x1600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8), dpi=200)\n",
    "_ = df_dummies[['是否流失', '用户入网时间', '月度费用', '总费用','性别_Female','性别_Male','是否老年人']]\n",
    "sns.heatmap(_.corr(),cmap='Reds',annot=True, fmt=\".2f\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "6e6e0962",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x1600 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family'] = ['Microsoft YaHei']  \n",
    "plt.figure(figsize=(15, 8), dpi=200)\n",
    "duobaos = ['blue', 'salmon']\n",
    "\n",
    "# 创建子图并设置字体大小\n",
    "ax1 = plt.subplot(231)\n",
    "sns.countplot(x=\"性别\", hue=\"是否流失\", data=data, palette=duobaos, dodge=True)\n",
    "ax1.set_xlabel(\"性别\", fontsize=18)\n",
    "ax1.set_title(\"流失 + 性别\", fontsize=20)\n",
    "ax1.tick_params(axis='x', labelsize=16)  # 设置x轴刻度字体大小\n",
    "ax1.tick_params(axis='y', labelsize=16)  # 设置y轴刻度字体大小\n",
    "\n",
    "ax2 = plt.subplot(232)\n",
    "sns.countplot(x=\"是否有配偶\", hue=\"是否流失\", data=data, palette=duobaos, dodge=True)\n",
    "ax2.set_xlabel(\"是否有配偶\", fontsize=18)\n",
    "ax2.set_title(\"流失 + 配偶\", fontsize=20)\n",
    "ax2.tick_params(axis='x', labelsize=16)\n",
    "ax2.tick_params(axis='y', labelsize=16)\n",
    "\n",
    "# 柱状堆叠图\n",
    "ax3 = plt.subplot(233)\n",
    "sns.countplot(x=\"合同签订方式\", hue=\"是否流失\", data=data, palette=duobaos, dodge=False)\n",
    "ax3.set_xlabel(\"合同签订方式\", fontsize=18)\n",
    "ax3.set_title(\"流失 + 合同\", fontsize=20)\n",
    "ax3.tick_params(axis='x', labelsize=16)\n",
    "ax3.tick_params(axis='y', labelsize=16)\n",
    "\n",
    "ax4 = plt.subplot(234)\n",
    "sns.countplot(y=\"付款方式\", hue=\"是否流失\", data=data, palette=duobaos, dodge=False)\n",
    "ax4.set_xlabel(\"count\", fontsize=18)\n",
    "ax4.set_title(\"流失 + 付款\", fontsize=20)\n",
    "ax4.tick_params(axis='x', labelsize=16)\n",
    "ax4.tick_params(axis='y', labelsize=16)\n",
    "\n",
    "ax5 = plt.subplot(235)\n",
    "sns.countplot(x=\"是否老年人\", hue=\"是否流失\", data=data, palette=duobaos, dodge=True)\n",
    "ax5.set_xlabel(\"是否老年人\", fontsize=18)\n",
    "ax5.set_title(\"流失 + 老人\", fontsize=20)\n",
    "ax5.tick_params(axis='x', labelsize=16)\n",
    "ax5.tick_params(axis='y', labelsize=16)\n",
    "\n",
    "ax6 = plt.subplot(236)\n",
    "sns.countplot(x=\"是否经济独立\", hue=\"是否流失\", data=data, palette=duobaos, dodge=True)\n",
    "ax6.set_xlabel(\"是否经济独立\", fontsize=18)\n",
    "ax6.set_title(\"流失 + 经济\", fontsize=20)\n",
    "ax6.tick_params(axis='x', labelsize=16)\n",
    "ax6.tick_params(axis='y', labelsize=16)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "61f564de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0bduWX3/9lQkTJvDOO+8QEBBA27Ztad26NQ0bNqRDhw5069YNsE7ktGjRoiKPU9yYf//2yy+/kJOTw7Rp02xjyf53siiw3oSaM2cOr7/+erETfgQGBvLYY48xe/Zsxo4dW+R557/mzp1Lo0aN6NmzJ2AdC7F58+asXr2a48ePc/jwYfbv309WVhYdOnTg66+/plGjRixfvpxx48YxevRo2rVrR/v27WnZsiX169enUaNGpZ4UTAgh7M2pU6fw8vIiODgYsM4Ev2vXLn744Qc6depU4OaJq6srPj4+xd6Qcnd3L7D9VWfOnCmf8EKImybFP1EkuXAreOEGN3+hVFpPPfXUdW3/34ukhg0b2gZyL+4CatCgQfz666+25x988EGh7mEjRowAKDS4+6JFi5g1a9Z1ZRRCVG06nc42S/xff/1FzZo18fLyKvE1jz32GO3bt7fdOElJSeH48eNMnDiRd955p1STP7i5uTF16lR69erFyy+/TGpqKrNnzy7yu/rTTz/l008/LXI/o0aNKvD82WefZenSpXzxxReMGzeO3377rcD6kSNHMnLkyALLGjVqVOD51aIUgF6vZ9euXaxfv57ff/+dpKQk+vXrx5EjR3BycuLpp58mNzeXRYsWERkZWWA/VydYmj59Ol9//TWxsbE4Oztz11138fLLL/PUU0/RtGlTFi1axHfffcfy5cuZPn06+/fvZ8eOHezZs4eFCxeSnp7OypUrbfstavKOX3/9lZdffpnk5GT8/f0LrGvYsGGB51cn7vrvdjfqxRdf5M8//2Tnzp3XnKH34sWLrFmzhq+++goHB+sINs899xwrVqzAxcWFW2+9lTvuuIMXX3yRW2+9lYceeog2bdrwyCOP0K9fP0wmE4cPH+bQoUMcP36cZcuWERMTw5w5c6T4J4Sosg4cOFDoJkxgYCCrVq1i9uzZpd7PkCFDbOetnj17curUKerVqwfA448/Lo0EhKikpPgnALlwg5Iv3ODmL5Reeukl5s+fX2T+f6tRo0ax6+6991527txpe24ymWytSa7atm0bX3/9NUePHmXRokWMGTMGJyenAl2Y/zvzY0BAQKE7e1dn5frvcjmhCyH+a/78+bzxxhs3tY8xY8Zw6dIlHBwciI6OLrT+qaee4uGHHy5yFuGuXbsSERGBh4cH7du3L9ACLT09nR49ejBhwgQefvjhAq+Li4vjySefZPLkyQXGRPXz8ysx6/W0Hj916hRdu3ZFp9Nx1113MXr0aPr27Yu/vz+TJk3is88+s40bWNSsszVr1iQlJYWHHnqIzMxM7rzzTjp37lyopXxMTAy7d+8GQKvVcs8993DPPffY1l+8eNFWsCtPRqORqKioAscF66y//+4F0Lhx4wK/Jzz66KN4enoyf/78axb/fvzxR1xdXQv0UPjpp58YP348zZs3L9Cd9/DhwyQlJVGrVi3bMkdHR7p27VqmN+6EEKKyO3fuHB06dCiwrFGjRowbN852TiuNoKAggoKC2Lp1K5mZmQW+24sar1YIUTlI8U8AcuFWmm6/N+urr75i9OjRxa6fN28ekyZN4ujRo8V2f/7v8vz8/ELLmjRpgp+fH25ubrRs2ZIePXowZcqUEseRkm6/Qoib8corr9i+U/Py8jh//nyB1gULFy5k5MiRpKSkFDvOmqurK66urvz222+8+OKL13X8hQsX8sILLwDYJty46vz584D1guTqpCFXXZ3soUmTJoXWleR6Wo+3adOGRYsW0blzZ+rUqQNYb9K8++67JCQk8NtvvxVqaa8oCh9++CHffPON7bu5efPmfPDBB4Vu+PxXcS2+K2KCLbAW+1q1alVo+X8nrwoLCytwXnJzc+Pxxx/n999/Z/r06cXuPycnhzlz5vDqq68WmKzD39+fdevW0bp16yJfV9LP98iRI4UuiIUQoqpZunQpOTk5BXpLOTo68vbbb9tu1FyVn59faMgjZ2dnTCYT7du3B6wTL0HhBhSDBg0q8XtcCKEOKf4JQC7cStPt92bVqVPHduFXlICAAMB6gXe11d21pKamXrPQ2a1bN15//XViYmIKnZyvkm6/Qoib4ezsbGvFtWnTJgYMGMDFixdt3YDc3NwA69ipRZ1DAgMDC7QcAOuNn2vNxJqRkYGvr2+J20RERACFW2PfjOttPd6nTx8A9u/fz2effcamTZt45pln2Lp1a6HW3jqdjhdffJFVq1bx3XffFRiywtHRkbCwMNtzg8Fg+9x/+eUXFi1axJ49e0r1HqZPn17sxdnV89HN2LNnD3fffXeh5QcOHCi2xd3rr79O9+7dS+w5oNPpeOaZZ3j33XcLrXvyyScLDUD/zjvvEBsbW6DL81WHDh1i0KBBMuOvEKLaKOoaY/369QwYMKDQ8jNnzhTojdWkSRNCQ0NtPao2btzIokWLWLhwoW2b0aNHY7FYyiG5EOJmSfFPAHLhBtfu9lveF0o3Iioqivr169syFNVisFWrVnTq1Ilvv/22UCEPrK0+GzVqROPGjQssL67b76uvvlqglaUQQvzb0qVLufPOO23nj3+7Oovgf/3111+FvnPLysaNG6lRo0aJrZ+vV1Gtx6OiotBqtej1eu644w7beROs49P27duXQ4cO0bVrV7Zs2UL37t35+eef+emnn9izZw8+Pj5s376dYcOGkZCQwOrVq3n88ccLHfvq+/jmm2/45Zdf2Lt3L3Xq1MHf3x+tVkvLli25dOkSTz31FO+//z7PPvtske/h+eefLzSL46pVq/j4448JCQkp8vzt6+vL008/zZAhQwq1xC8L3bp1s01IUpyAgABmzpxZ5Dpvb+8Cw1rExcWxc+dOxo4dW+TP/2oh9Vo30YQQoirr379/oW6/HTt2pEuXLkVeOzzxxBOA9YZWs2bNbM/BOm68i4tLecYVQtwgKf6JQuTCrfCFG1SuC6Vdu3ah0Who2bIljo6OzJkzh8OHDxe7/ciRIxk8eDCjRo2yFfkSEhLIzMwkODgYg8FQqDt2Tk4OQJHdtOvWrUt4eDheXl4EBQWV2fsSQti3kydP8ueff+Li4kJYWFih7p85OTlF3kAqzRixN+Ls2bPMnTuX5557rtgZdEtiMpnYsWMHeXl5WCwW2+QSRfnuu+/4+OOPAevNk0ceecS2rm7dunTt2pVx48YVWP7MM88wZcoU+vTpQ926dVm8eDH33nsvGzduLPaGl8FgYMSIEcyaNYsxY8ZQu3btQtt4enrStm1bBgwYwPTp05k2bRq33XabbX2nTp3o0KFDofPq1dbpTZs2LXIiD4vFwoYNG7jlllsKndOMRiNjxowpsrWfGvR6PS+88AJ+fn62luz/lZaWhqOjo7T8E0KIG7B9+3batGlTYFleXl6xwxcJIdQlxT9RgFy4FX3hVh4XSjdDq9Wyc+dOIiIiGDZsGEOGDMHDw6PIwXotFgt9+vTh+++/p2/fvuzfvx9XV1fef//9Ymcv/reixm666urEKkIIYTKZGDZsGHfeeSeBgYE8/PDDbNiwgVtvvdW2jYuLS6m/y9PS0jCZTCVuk5WVVey6o0eP0rt3bzw9Pfn8889L9yb+46233uL8+fN4enryxRdf8Mknn7B3794C455269aNmTNncvfdd9OrVy/MZjONGjUq0AJNo9Hwww8/FNh3fn4+u3btIjAwkN27d1OvXj0WLlzI888/X+y4fWfOnOH5558nIiKiwE0ssF5wXX2dn58fc+bMYdCgQQwdOpQOHTrw3nvv8b///Q83NzdWrFhR5P6vttYwGo3FHj8/P79AITE7O5uMjAw6duxIYmKibdKS5OTkAmPpXpWcnFzgeV5eHgaDocjjXR1zCqzdfQEyMzML/X/h6OhYoCvblStX6N+/PwcPHmTz5s2FJrm66uLFi9SvX7/Yz1sIIUTR9u3bx9GjR/nyyy8LLE9PT7dNGtm3b1/uu+8+PDw81IgohPgPKf4JG7lwK/7CrSwvlIqTl5cHUOyYiv+WnZ3N66+/zpNPPmnrijxw4EB8fHzo2bOnbQDerVu38v777zNu3DgWLFhAhw4d6N27N0uXLuW3334rNAvyv11twr969epr5hFCVG+KojBixAiOHz/OiRMnqFWrFn379uX222/nhRdesN14iYiIsN0sUhQFk8mEyWTCYDDg5ORUoAVBkyZNbihLdnY2EydO5JtvviEoKIjNmzcX2TruWmbOnMmMGTPYuXMnjo6O9OjRg5MnT/LSSy+h1+txdXXFyckJR0dHOnXqhE6nw8fHB4PBwOXLl4mJicHd3Z3mzZvb3u+5c+c4cuQI27Zt448//iArK4tWrVoxc+ZMBg4cWGJXqczMTLp160bdunU5evQoLVu25LfffiMxMRGz2czs2bMJDg4u8Jpu3bpx/PhxRo8ezeTJk3nyySfp3Llzsce4er7/+OOPC92wys7OZsaMGTg7O9uGfjCbzaxZs4a0tDT69+/PhAkTSElJAayTfJXGsGHDmD9/fpHrvv76a77++usCy4qasfjee+9l586d5OXlMWvWLD777DNcXFzYunUrd911F2CdDTkqKoqaNWtSo0YNoqOjmTlzJk8//XSpcgohhLDKycnhlVde4dZbb6V79+4FlicnJ9t6BXl6eha4MWMymeRmixAqkuKfAOTCrTQXbkW53gulfztw4ADLli3D19cXrVbLTz/9RJ06dQp1N/6vjIwMevfuTUZGBlOnTgXgxx9/5Pz587z44otER0dz/PhxDhw4wEMPPcSAAQPo1KkTQUFBLF26lGeffZZBgwaxdu3a6/1IhRCiSMOHD2fevHksW7bMNjzEpk2bWLp0KQsXLuT06dM4OTkVOxMrwKhRo/j2229tz6OiomytB4qTlZVV6FwTGxvL9OnT6d+/P1OmTLnmuLLFycvL49NPP7V1Yz106BATJ07krbfeIjExkfz8fNuNluJ88cUXfPzxxwwdOpQlS5aQnZ0NQLNmzXjllVcYMGBAicW4f/P29mb9+vW0a9fONsZuaGgo3333HQANGjTgq6++KvQ6V1dXfvjhB95+++1rjp3bpk0bvvrqK3744Qd+/fXXQuuDg4OZNWuWbZxbrVbLW2+9xW233WYbq+9q8W/z5s1FTuxx+PBhW+tAgClTpjBx4sRrfwAlcHZ25vjx4zzwwAPodDqGDh3KuHHjCvzso6Ojefjhh20D0Xt6evLoo48WarUihBDVSUpKiu17+9+Kmu0XrOPADxo0iJiYGA4dOsRPP/2EVqvF09OTVatWodFouPPOOwE4duwY58+fp0aNGiQmJnL06NEiJxYRQlQQRQhFUd544w3F2dlZWbVqlW2ZxWJRFi9erDzyyCNKvXr1FCcnJwUo9jFq1ChFURRl4cKFCqBERUUpycnJJT6ioqIUQFm4cKHtuGfOnFG8vb2VF198UUlLSysxd0REhAIUyH3V999/r3z22We252FhYcqgQYOUJk2aKB4eHopWqy3x/QDKF198cc3P7quvvlICAwOLfH1wcLAyf/78Il+3Y8cORaPRKICi0WiUxo0bK+vWrbvm8WbPnq34+Pgohw8fLrA8NTVVOXr0qJKdna0EBAQobdq0Ufbu3Vvo9Zs3b1aio6OveZw+ffooffr0ueZ2Qgixf/9+ZdOmTdfczmKxKAaDQdHr9YpOp1Py8vJsD7PZrCiKopjNZkWn091UnmudO0pDr9crJpOpxG1MJpOSm5urZGRkKBkZGUpWVpaSnZ2t5OTkFHhPu3fvVkaPHq0sXbpUuXjx4k1nE0Vbvny5kpycXOI2BoPhpv//EkIIe7Znzx4FUGJiYpRPP/30mtdD/37cddddiouLi7JixQpFURRlyJAhip+fn+Lq6qrUr19fmTlzpu048+bNK/BaPz8/5dChQ2q9bSGqPY2iKEo51haFnQgJCSE7O5sePXqUuJ3yd2s/RVGwWCz8+38fFxcXHBwcsFgsGAyGQrP/Xo/09PQbbq1xlcFgQKvVltiN1mw2o9frbd12HRwc0Gg0aDQaHBwcbO+pPF1thXA9x4mLiyuy69NVZ86coXnz5jg5Od10PiGEEEIIIYQwGAyEhoaWqtV6bm4uFy9eRFEUHB0dadCgwU1dHwohbo4U/4QQQgghhBBCCCGEqKLKt0mTEEIIIYQQQgghhBBCNVL8E0IIIYQQQgghhBCiipLinxBCCCGEEEIIIYQQVZQU/4QQQgghhBBCCCGEqKKk+CeEEEIIIYQQQgghRBUlxT8hhBBCCCGEEEIIIaooKf4JIYQQQgghhBBCCFFFSfFPCCGEEEIIIYQQQogqylHtAEIIcTOysrK4cuUKRqNR7SiVmpOTE7Vq1cLLy0vtKEIIUeXIuah05FwkhKgu5LxQeVXXc5EU/4QQdisrK4ukpCSCg4Nxc3NDo9GoHalSUhQFnU7H5cuXAardiU4IIcqTnItKR85FQojqQs4LlVd1PhdJt18hhN26cuUKwcHBuLu7y0m1BBqNBnd3d4KDg7ly5YracYQQokqRc1HpyLlICFFdyHmh8qrO5yIp/gkh7JbRaMTNzU3tGHbDzc1Nuh4IIUQZk3PR9ZFzkRCiqpPzQuVXHc9FUvwTQtg1uZtWevJZCSFE+ZDv19KTz0oIUR3Id13lVh1/PlL8E0IIIYQQQgghhBCiipLinxBCCCGEEEIIIYQQVZTM9iuEqHpmzlTnuEOGqHNcIYQQlc9rPdU57uyN6hxXCCFEycJV6mraUlHnuMW47777cHV1ZeNGOV9VJGn5J4QQKhk4cCA1atQgJSWlwHKTyUSzZs146qmnVEomhBCiOhk3bhwajYbevXsXub5nz57cd999FRtKCCGEqq6eGx555JFitzEajdStWxeNRsOBAwcqMJ24XlL8E0IIlYwfPx69Xs/kyZMLLJ87dy4xMTF88cUXKiUTQghR3Wg0GjZs2MDixYvVjiKEEKKScHZ2ZtOmTYSFhRW5funSpaSmplZwKnEjpPgnhBAqadSoEa+++irTpk0jOTkZgPz8fD777DNeeuklWrVqpXJCIYQQ1YWzszOvvfYab731lu2cJIQQonqrU6cOTZs25Ycffihy/bfffkvXrl0rNpS4IVL8E0IIFX3yySdYLBa++eYbAKZPn05aWhrjx48nMzOTIUOG4O/vj6+vLw8//DBnzpyxvTYuLo4BAwYQEBCAm5sb7du3Jzs7W623IoQQws5NmjQJV1dX3nzzzRK3O3LkCI8++ije3t64urpy++23s2TJkgpKKYQQoiKNGDGChQsXFhqqaOvWrZw+fZqXX365wPLFixfTpUsXvL29CQgIYODAgWRkZJR4jHnz5tGyZUvc3Ny45ZZbmD17dlm/jWpPin9CCKGioKAghg0bxvTp04mKimLixIm8+eabBAYG2op9K1asYMuWLbi5ufHQQw+RlZUFQN++fYmMjGTNmjXs3buXF154QeV3I4QQwp55eXkxY8YMli1bxp9//lnkNocOHeLuu+/GycmJNWvWsHv3bu6//36ee+455s+fX8GJhRBClLdXXnkFFxcXZsyYUWD55MmT6du3L/Xq1Suw/Pfff2fw4MHs2LGDGTNm8PvvvzNu3Lhi9z916lTefvtt3n//fQ4ePMgbb7zB66+/zooVK8rj7VRbMtuvEEKo7KOPPmLmzJn07NkTs9nM6NGjWbFiBSdPnuTy5cv4+voC1jtifn5+bNiwgf79+3P27FmeffZZW1P7Dh06qPk2hBBCVAGPPvooAwcO5I033uDee+/Fx8enwPqxY8fStGlT/vjjD7RaLQCdO3cmIiKC8ePHM2jQIBVSCyGEKC+enp4MHTqU6dOn8/777+Ps7MyZM2fYtGkTBw8eJC8vr8D2v//+u+3v7du3Z9myZezevbvIfefn5zN27FgmTZrEq6++CsBtt93Gli1bmDNnDv369Su/N1bNSMs/IYRQWc2aNRk1ahSRkZGMHj0aX19f9u3bR35+PnXq1MHV1RVXV1fq1KkDQFRUFGC9AJszZw733HMPK1aswGQyqfk2hBBCVBFXx3YaNWpUoXUhISE88sgjtsLfVQ888AAxMTG21ulCCCGqjjfffJOUlBSWLVsGWFv93X333XTu3LnQtsePH+ett97innvuITg4mBUrVpCWllbkfk+fPk1WVhYjR460XfO4urqyfv162zWPKBtS/BNCiErgvvvuA6Bbt26AdeD1mjVrEhoaWuARFhbG0KFDAfjggw8ICwujXbt2vPLKK3Tq1In09HS13oIQQogqwtfXl59//pl58+axZcsWNBqNbZ3JZMLBofAlhKIoAEWuE0IIYd+Cg4Pp378/33//PUlJSSxevJh333230HZ79+6lU6dOaLVavvzySw4fPmxr0VcUZ2dnwDru+b+veU6fPs3GjRvL7f1UR9LtVwghKqFbbrmF1NRUHBwcaN68ebHbtWjRgqlTpzJ8+HBatWrFsmXLeP311yswqRBCiKqoT58+DBgwgMGDB9O0aVPb8o4dO7Jp0ya++uqrAoW+HTt20KZNGzw9PdWIK4QQopy9++67tGvXjuHDh1OvXj169+5daJsVK1ZQu3ZtvvvuO9uy06dPF7vPpk2b4uzsTExMDK+99lq55BZWcmtOCCEqoeeff54GDRrQp08f/vzzT06ePMny5ct5/PHHbdsMGjSIrVu3cvbsWTZt2gRAy5Yt1YoshBCiipk6dSo6nY6dO3falo0fP57Tp0/Tr18/du/ezeHDhxk1ahQbNmzgq6++Ui+sEEKIctW2bVsefPBBfv/9d955550iW3oHBQWRmJjIggULCA0NZdSoUURERBS7T3d3d0aNGsW3337L119/zfHjx9m+fTsjRoxg8+bN5fl2qh1p+SeEqHqGDFE7wU1zdXVl8+bNvPvuu7zwwgsoikLjxo0LNJtPTU3lmWeeIT8/n+bNm7NgwQJb92EhhBAqm23/3ZVq1qzJ9OnTCwy4/sADD7BlyxbGjRvHI488gqIottaA3bt3VzGtEEJUci0VtRPctHfffZdjx47x0ksvFbl+5MiRnDp1ipEjR+Lk5MSwYcPo27dviV14P//8c7RaLdOmTeN///sfgYGBdO/enTZt2pTTu6ieNMrVATqEEMLOhIWF0apVK7Vj2BX5zIQQomzJ9+r1k89MCFGVyXecfahuPyfp9iuEEEIIIYQQQgghRBUlxT8hhBBCCCGEEEIIIaooKf4JIYQQQgghhBBCCFFFSfFPCCGEEEIIIYQQQogqSop/QgghhBBCCCGEEEJUUVL8E0IIIYQQQgghhBCiipLinxBCCCGEEEIIIYQQVZQU/4QQQgghhBBCCCGEqKKk+CeEEEIIIYQQQgghRBXlqHYAIezB3kuQZwQHjfWh1YBGA85a8HSGGs5Qw8X6d2et2mmFEEJURScsJ1BQ0Pz9nyOOOP39n7PG2fon//zpqJFf84QQQvxNUcCcAqZ4sGSCYgTFBJisf179u0s7cGlR5C5yzbmsTF6JVqPFUeOIVqO1/d0RR1y1rvg7+hPgFEBNp5o4OzhX5DsUQpRAfisUohS2RkNCTum2ddZai4Gezv8UBj3/Lgz6uUKdGlDbU4qEQgghrs9hy2HMmEu9vTPOuOOOh8YDDzwK/N1T44k33jhr5MJMCCHsmqKAORlMCdbCXrF/JgLGa++v1nfFFv9yzDn8GP9jqaN5a73xd/Iv8hHgFGD7u5uDW6n3KUTDhg3p2bMnv/zyi9pR7IoU/0TVpyhgNILB8M/DaASz2bru6qNxY2tzvptkMEOqzvoojgbwc4M6nv8UA+vUsD53d7rpCNXe0HXqHHdGr+t/zbhx4xg/fjyPP/44a9asKbS+Z8+e5Ofns3PnzpsPKISoVgx//5ehZPyzUCm4jQce+Gh88MEHH40Pvvjio/HBQ+NRoVmrohmmGaocd6jj0OvafuDAgaxatYqYmBj8/f1ty00mE61ataJNmzb88ccfZR1TCHG9FAPoT0H+0b8fJ8EUB6YkSlXUU0GmOZNMcyZR+VElbldDW4Mmrk1o5d6Klu4taeXeioauDdFqqlZriQ7HOqhy3KPtj97Q665ep/zXkiVL6N+//83GEhVMin/CfplMkJMDubnWP//90OkKFvoU5dr7a9gQtNYTTFJyKlPnLsdgNKJ1cCCz+XPg6ldm0RX+KRCeTi64ztvln2JgIx9oXtNaKBRVl0ajYcOGDSxevJjnnntO7ThCiEoiOjaaBX8ssD7RQO0htdE43vxNqn/LJZdcJZfLXC5QGHTFlVqaWgRoAqhFLWppauGqcS3TY4vKYfz48SxdupTJkyczceJE2/K5c+cSExNT5I0pIUQ5U4z/KvQdsf6pP2UtAFawPcf3sHTTUrQOWkxuJrir7I+Rbc4mNDeU0NxQ2zJXB1eauzX/pyDo1opGbo1kSIsK5uzszJkzZwosq127tkppxM2Qfzmi8svLg7S0fx7p6ZCdDfn55XbI7FwdeqOR2gF+KIpCjtbhOjpa3ZxMvfVxLhV2/r2sppu1CNisJjT3gwBpkFGlODs789JLL/HWW2/x0EMPERAQoHYkIUQlkJWThdliprb/379kl23dr0T55HNJucQl5ZJtmRde1NJYC4FBmiD88ENTBi3mhboaNWrEq6++yrRp03j33XcJCAggPz+fzz77jJdeeolWrVqpHVGIqk0xgv50EYU+vdrJAEjNSMXBwYFaNWuR55hXYcfNt+RzMvckJ3NP2pa5aFxo6taUVu6tbI9mbs1w0Mg8puVFo9HQtGlTtWOIMiD/SkTloSiQmgrh4bB/P6xbBwsWwG+/wYYNcOAAnD8PycnlWvi7SgM4ODig1arf3DxVByFxsOAEjN0Bo7fCnGOw+yIklnIsQlG5TZo0CVdXV958880Stzty5AiPPvoo3t7euLq6cvvtt7NkyZIKSimEuCl5uZCcADHn4PQROLgDdm2AHetg25+wZRVs+h0iThd4mYODAw4O6v/KlkUWkUok+y37WWleyULzQraZtxFuCSdHkZORPfvkk0+wWCx88803AEyfPp20tDTGjx9PZmYmQ4YMwd/fH19fXx5++OECrUDi4uIYMGAAAQEBuLm50b59e7Kzs9V6K0LYB0M0pH0Pl+6H8zXgQntIHAwZM6wFwEpS+LtKo9GgddCqfl2kV/ScyTvDypSVfH7pc54Lf44ep3rw6YVP2Za+jVxzrqr5qpt58+bRsmVL3NzcuOWWW5g9e7Zt3c6dO9FoNKxevZrevXvj7u5OkyZN+PPPP4mNjeXRRx/Fw8ODhg0bMmvWrAL7nTJlCu3atcPT05OgoCDeeustDIbiW70qisKkSZNo2LAhHh4etG/fXlqtF0Fa/gn1mEzWQl5iovWRlGTtpiuuKT0fDsVbHwBeLtCiJrSvA7fWkslE7JGXlxczZszgscceY8CAAfTp06fQNocOHaJbt248/PDDrFmzBjc3N5YuXcpzzz2HwWBg0KBBKiQXQpCfB0mX/3mkJEFOJuRkQ24W5GZDXo51rNnS6DUAmt1avpnLgA4dkUokkUokAN54E6wJpr6mPnU1davcWE1VWVBQEMOGDWP69OkMHTqUiRMn8uabbxIYGMjdd9+NVqtlxYoV1KhRgwkTJvDQQw8RHh6Ol5cXffv2xWw2s2bNGpydndm1a5fab0eIykdRIP8Q5PwJ2WvAcObarxGlkm5KZ13aOtalrcNJ40QHzw508+5GN+9u1HGpo3a8Kmvq1KmMHTuW7777jk6dOrF7925ef/11vL296devn227jz/+mC+//JKPP/6YUaNG8cILL9C0aVOGDBnChAkT+Prrr3n99dfp1q0bLVpYJ5pZvXo1H3zwAa1bt+bo0aMMHjyYRo0a8fbbbxeZ5b333mPp0qV8//33tGjRgj/++IMnnniCAwcO0Llz54r4OOyCFP9ExTGZID4eEhKsxb6UlNJfCIkSZenhcLz14aK1FgA71IE2gVIItCePPvooAwcO5I033uDee+/Fx8enwPqxY8fStGlT/vjjD9ud186dOxMREcH48eOl+CdEeTIaIDEOrsRbC3xXrhb74iErXe10lUImmWQqmZxVzuKMM/U19WmkaUQ9TT2cNDKbVWX30UcfMXPmTHr27InZbGb06NGsWLGCkydPcvnyZXx9fQFrSw8/Pz82bNhA//79OXv2LM8++yxdu3YFoEMHdQa0F6LSseRD3lZrsS9nLZgT1U5U5RkVIweyD3Ag+wCT4ibR1LWptRDo041b3G+R7sE3QK/X4+pacMzfpKQkxo4dy6RJk3j11VcBuO2229iyZQtz5swpUPx74403eOKJJwD48ssvuf/++7nrrrt44403AGvvp+XLl7Nv3z5b8W/Hjh2217dr146ZM2eye/fuIot/cXFxTJkyhfXr1/Pwww8D0LZtW1avXs3cuXOl+PcvUvwT5Ss3Fy5dgosXrYU/k0ntRFWe3gxHE6wPZy20qWVtEdimFrjIv/hK74cffuCWW25h1KhRzJ07t8C6kJAQXn/99UJdLh544AHWrVtHVlYWXl5eFRlXiKorOQGiwiA63PpnXAyY5RxWWgYMtlaBjjhSV1OXRppGNNA0wEXjonY8UYSaNWsyatQoxo8fz9dff42vry/79u0jPz+fOnUKt56JirLO3jl27FhGjx5NeHg4I0eO5Mknn8TRUX7hENWUKRly1kHOGsjdDErFjZEnCovMjyQyP5K5SXPxc/Tjbu+7ucf7HrrW6IqbVmZULA1nZ2dCQ0MLLDt//jxZWVmMHDmSt956y7bcZDLRqFGjAtu2a9fO9vcGDRoAcMcdd9iW1a1bF4Dk5H9mwdy5cydLlizh5MmTREdHc+XKFe69994i8x04cACz2Vyo15TRaKRWrVqlf6PVgJyZRdlSFGuLvosXrUW/lBS1E1Vrhv8UAm8NgPZBcJsUAistX19ffv75Z5544gkGDBhQYDB9k8lU5Lhfyt+zWVeGMcGEsEv6fOs4fNFhfxf8zkF2htqpqgwTJi4oF7igXECLloaahrTQtKCupq5MGFLJ3HfffYwfP55u3boB1ou+mjVrsmfPnkLb+vv7A/DBBx/Qp08fpk2bxiuvvMKXX37J9u3bbS0FhajyzOmQuRCyl4MuBLConUgUIc2UxprUNaxJXYOLxoWHfB+ib0Bf2ni0UTtapabRaGjZsmWBZSdPWidhmT59OnfffXeBdU5OTsU+v3rO//eyq40arl7PLFmyhBdffJHx48fzyiuv0KhRI1544YVix/xzdnYGYNWqVYUKj+7u7qV7k9WEXP6LspGSYp2MIzraOjuvqHQMZjiWaH04a6FzENzfCOpKQ7FKp0+fPgwYMIDBgwcXmF2rY8eObNq0ia+++qpAoW/Hjh20adMGT09PNeIKYX8sZogMg5MH4cwxuBwDFrlYqwhmzEQpUUQpUXjiSXNNc1o4tMBLIyejyuiWW24hNdU602fz5s2L3a5FixZMnTqV4cOH06pVK5YtW8brr79egUmFUEHeHsiYCdkrQSn/yQhF2dErets4gS3cWtA3oC+P+D4irQFLqWnTpjg7OxMTE8Nrr71WpvteunQpXbp0YcyYMYC18UN4eDiNGzcucvtbbrkFsHb/feSRR8o0S1UjxT9x43JyIDISIiIgXcY7sicGM+yNtT6a+sH9DeH22qCVhmOVxtSpU2ndujU7d+603VEbP348PXr0oF+/frz11lu4ubmxZMkSNmzYIDNaCXEtudnWGXZPHrL+mSuzkaothxyOKcc4Zj5GkCaIFpoWNNE0kYlCKpHnn3+eCRMm0KdPHyZOnEijRo0IDw9n4cKFrF27FoBBgwbx4osvEhQUxJYtWwAKtRIRosowp0HmfMiYBYYwtdOIMnBOd44vLn3BD3E/8FjNx+jr35cmbk3UjlWpubu7M2rUKL799lu8vLzo0aMH6enp/PHHH/Tu3ZsePXrc8L6DgoLYvn07a9eupU6dOnz//ffk5hY/i3OTJk3o378/77//Pmazma5du5KYmMiCBQsYM2YMrVu3vuEsVY0U/8T1MRggJsZa8EtIsHbzFXYtMs368HGFbvXhngbW2YPt2Yxeaie4eTVr1mT69OkFBsx94IEH2LJlC+PGjeORRx5BURRba8Du3burmFaISir+krV138lDEHVWJpmqxOKVeOKVeEIIobWmNa0dWuOh8VA71k0Z6jhU7Qg3zdXVlc2bN/Puu+/ywgsvoCgKjRs3tg3wDpCamsozzzxDfn4+zZs3Z8GCBdx3333qhRaiPOSfgPQfIGuptPKronItuSxPXs7y5OXc7nk7ff378qDPgzg5lN2EVUfbHy2zfant888/R6vVMm3aNP73v/8RGBhI9+7dadPm5rpRjx8/ntjYWAYMGICPjw9jxowhNTWV/Pzi/93NmjWLDz/8kE8//ZTMzEyCg4N5/PHHqVev3k1lqWo0iiLVG1EKqalw+rS1pV9VvXh69VX4e8yByAtxzPztD+oEWsezifZ/FIOTj4rhKo6jA7Svbe0S3LiSD9cTFhZGq1at1I5hV+QzE1VeYhzs2wxH9lgn7bBHvQbAE4MIDQvl942/E1QrCABNXw0abfUYI88BBxprGtPWoS3+Gn+145RIvlevn3xmwi4oFussvWnfg26X2mkqTq3vwO8d29PVO1az/ch26vjXIc8pjw2tN6gYrmL5OfrRu2ZvnvZ/miCXoFK/Tr7j7EN1+zlJyz9RPIvFOnHH6dPWVn6iWjBZ4FC89dHA21oEvCMYHKrH9aYQwh7pcuHQLti/xTphh7B7FizW2YLNkQRpgmiraUt9h/pqxxJCVAfmbMicC+lTwRildhqhojRTGr8m/cqCpAV09erKS4Ev0b5Ge7VjCXFDpPgnCtPrISwMzp61jusnqq2LmfBrKGyIgMebQ6cgkIkZhRCVgsUC4aGwbwsc3w8GvdqJRDm52iXY3+JPR4eONHBooHYkIURVZMmFtG9R0r5DY8lUO42oRCxY2Je1j31Z+7jT606GBw2npbuMbSrsixT/xD8yM+HkSZSICDQmk9ppRCVyJRfmHIdNkdC7BbStrXYiIUS1dSXe2sJv/zZIu6J2GlGBUkhho2UjtSy16ODQQVoCCiHKhmKCjFkoKePRmJOQ+9yiJPuz9hOSFcJDvg/xRp03qO8q5yJhH6T4J6wz9R4/jhIVhUZR5IQnihWXDT8dgUY+0KcFtApQO5EQotoIC4VNK60z9Ypq7QpX+MvyF4GWQDo6dKSuQ121Iwkh7FXWCixXPsLBFCXXQKLUFBQ2p29mW/o2etfszZA6Q6jlXEvtWEKUSIp/1Vl6Ohw9ihIdjQbkhCdKLSYDfjgILWpCn5bQpJJPDCKEsFMWMxzdB5tWwIUItdOISiaJJNZb1lPHUocu2i7U0siFlxCilPJ2YUl6Dwf9ERzUziLslhkzq1JXsSFtA/0C+vFy7ZfxcfRRO5YQRZLiX3WUmWkt+kVGStFP3JRzqTBpH7SpZW0JWM+74jMoioJGBiIsFZncXdgNgx72bUbZ/Acae52xV1SYBBJYZV5FM00z7nC4Aw+NR4VnkHNR6cm5SKgq/xTKlQ/R5P0lRT9RZvSKnt+u/MaqlFW8EPgCd3O3nBcquep4LpLiX3WSlwdHjqCcOyfde0WZOnUFTl+BO+pCv9bg6Vwxx3VyckKn0+Hu7l4xB7RzOp0OJycntWMIUbycbNixBmX7GjTZmXKeEtclQokgxhzD7Q63c5vmNhw1FfNrrpyLro+ci4QqjLEoyWMh6zc0WNROI6qoXEsuMxJmUNuxNr7ZvgTWCMRBI2Xmyqg6nouk+FcdmM1w6hSWY8dwMJnkYkqUCwU4EAenkuDp1nBXvfI/Zq1atbh8+TLBwcG4ubnJ3bViKIqCTqfj8uXLBAYGqh1HiMKyMmDDMpQ9f6HR58t5StwwEyYOWw4TRhhdHLrQxKFJuR9TzkWlI+cioQpzGkrKF5A+HQ0yK7yoGCuMK/C86Elm3UyCPYOp4VRD7Ujib9X5XCTFv6ouJgbz/v1oc3OlabuoELlGWHACDsTC87dBbc/yO5aXlxcA8fHxGI3G8jtQFeDk5ERgYKDtMxOiUtDnw5Y/UP5agUavk6KfKDM55LDVspUzljN003bDR+NTbseSc1HpyblIVKiMeViS3sFByVQ7iahmzmrOMs8wjycvPcllLuPu4I6X1ktaAVYS1fVcJMW/qiotDfOePWiTktCqnUVUS+fT4PPd0LMJ9GwKTuX0P6KXl1e1++IWwu5ZLLB/C5ZV83HITJOinyg3CSSw0ryS9g7taadpV24XXnIuEqISMSVijB2Ek36zNH4QqjmrOctZ81nrEzP4489H9T7iPp/7VM0lqi8p/lU1+flYDh1CEx4uRT+hOpMF1kXA4Xh44TZoXlPtREII1Z0+gmX5LBziL8pFmagQZswcthwmmmju1d5LgCZA7UhCiHJiTPkVrryJk0OO2lGEKCDFmMK70e/ysO/DfFDvA5kVWFQ4Kf5VIUp0NJbdu9EaDGpHEaKApFz4LgS61oO+rcCjgiYEEUJUIrHRWJbPxCEsVIp+QhWppLLKvIrbNLfR0aFjhU0IIoSoAKZk8qJfwN2yGTnJiMpsU/omDmcf5oN6H/CQ70NqxxHViPzWUxXodBi2b8f58mVp7ScqLQXYH2udEOTZW6FTkNqJhBAVIiMVy+/z0BzYhoOiqJ1GVHMKCieUE8SYY7hfez+1NbXVjiSEuEnGtCUoCa/jrs1SO4oQpZJmSmN0zGi2pG/hw3ofUtNJukeJ8if3ReycKTwc46JFOF++rHYUIUol2wCzj8GvoZBvUjuNEKLcKArKjrVYxryKQ8hWNFL4E5VIFlmsMa/hqOUoFsWidhwhxI0wp5MX2RunK8/hLIU/YYe2ZWyj39l+bEjboHYUUQ1Iyz97lZuLbssW3K5cUTuJEDckJA6i0mFwe6jvrXYaIUSZir+IcfZknC5FyGQeotJSUDhiOUIccTyofRBPTTlOTy+EKFOmjD8xX34Zd2262lGEuCmZ5kw+ufAJW9K38HG9jwlwlnFpRfmQln92yHjmDMbFi6XwJ+zelVz4eh9siQJpFCREFWAyYlo5B8u4N3C6FKF2GiFKJZFEVppXEm2JVjuKEOJazFnkRT2DY+ITuEjhT1QhuzN30y+sH3sy96gdRVRRUvyzJ0YjuWvX4rRvH05SKRFVhMkCK8Ng2mHIlblqhLBbyoUI9GMG47hxBQ4W6UYp7IsePVssW9hl3oVRMaodRwhRBFP2bvThTXA3rlA7ihDlItuczaioUcxNnKt2FFEFSfHPThji48lduBCPhAS1owhRLk5fgS/2wIUMtZMIIa6LyYh+yS8oX4zEJTVR7TRC3JRwJZzV5tVkKpmqZRg8eDAajYaBAwcWu83MmTPRaDT07du3ApMJoZ6sSz+giX0AF22K2lGEKFcWLEyPn86H0R+iM+vUjiOqECn+2YHM/ftxWLsWD5PMjiCqtlQdfLMfdl5QO4kQojQsFyPJ//hVXLatlpl8RZWRRhqrzKuItcSqcvxPPvkEZ2dnFi9eTFRUVKH1er2eCRMmoNVq+fzzz1VIKETFMRn1JIT2xSvvHbQOZrXjCFFhtmZs5ZXzrxCvj1c7iqgipPhXiVny80lbtgzv06dx1MiQ6aJ6MFlgyWmYcwwM8jueEJWWbsMKlAkjcU2T8WdF1aNHz1+Wvwi1hFb4sevXr8+rr76K2Wzmyy+/LLR+5syZxMbG8uKLL9KqVasKzydERcnNukzS0XbUcf1d7ShCqOK87jwvnnuRw9mH1Y4iqgAp/lVSuthY8hYuxC9TvW4nQqjpUDx8FwLZerWTCCH+zaLLI2PiB7j9MQetImP7iapLQeGg5SBbzVsrfBzAMWPG4OrqysKFC7lw4YJtuU6n48svv8TZ2Zlx48ZVaCYhKlJa4gHyz7cj2Cdc7ShCqCrDlMHwiOEsubJE7SjCzknxrxJKO3QIxw0b8JQuVKKai8mwzgaclKN2EiEEgC7iLDkfDMIn8qTaUYSoMFFKFH+a/yRbya6wYwYHBzNkyBCMRiMTJ060LZ82bRqJiYkMHTqUBg0aAHDo0CEef/xxfH19cXNz4/bbb2f27NmF9pmTk8PEiRNp06YNnp6e+Pr6cvfdd3PkyJEKe19ClEZ8xK+4Jt1PTU8Z308IADNmJsdNZtyFcRgsMkOiuDFS/KtEzGYzcatW4Xv8OE7SzVcIAJLzYNJ+iEpXO4kQ1Vv62iU4TnoPL13FFUCEqCxSSWWVeRXJSnKFHfOjjz7Czc2NefPmERcXR05ODpMmTcLDw4MxY8YAsHz5cu666y62bt3KfffdxxNPPEFcXByDBw/m448/tu3LYDBw33338dFHH6HVaunfvz/dunXj3LlzhIdLyypROSiKQszxd6lleBV3l3y14whR6axNW8vg84NJNlTcuUhUHY5qBxBWuuxsUpYto57FAlL4E6KAHAN8HwKvtYd2tdVOI0T1YtHnk/b9p/hHnlA7ihCq0qFjrXktDzk8RD2HeuV+vNq1azNs2DC+/fZbJk2aRO3atUlJSeHjjz8mMDCQixcv8vLLL+Pr68uePXto0aIFAMnJyXTs2JGJEyfy8ssv06xZM7Zu3crRo0e599572bFjB5q/f9fMz88nU4aYEZWA0ZDP5WNP0Mhnk9pRhKjUTued5oVzL/BNo2+4zfM2teMIOyIt/yqBjLg4sn/7zVr4E0IUyWiBX47A9hi1kwhRfeRfiCD7g0FS+BPib0aMbLRs5LzlfIUc78MPP8TT05MFCxYwffp0fH19ef/99wGYPn06eXl5TJo0yVb4AwgICOCNN95AURTWrFljzW20jlno5ORkK/wBuLq6EhgYWCHvRYji5GTFknysHQ2l8CdEqaQYUxgSMYRNafJvRpSetPxTWeKpU7jv3UstrVbtKEJUegqw7Ayk6qBvK2kkK0R5St+1EfffpuKtyLTbQvybBQs7LDvII492Du3K9VgBAQGMGDGCiRMnkpmZyVdffYWPjw8Ae/bsAWD79u2Fxu07f95anIyKigLgwQcfJDg42NY9+MMPP6Rnz54FCoFCqCE1YT+ay70J8klVO4oQdsWoGBl7YSx5ljye9H9S7TjCDkjxTyWKonBhxw6Czp/HRQp/QlyXrdGQroOX24GT/PMRokwpikLcwp8J2r0G+eclRPEOWg6Sq+Ryp8Od5VpEe//995k4cSLOzs6MHDnStjwlxToZwsKFC4t9rU6nA8DT05OQkBDef/99Vq5cya5du2jcuDGfffYZzz//fLllF6IksRF/4pv7HJ6eeWpHEcIuWbDwxaUv0Fl0PFfrObXjiEpOuv2qwGw2c3bVKupFRODiID8CIW7E0QT44SDojGonEaLq0OfriPjyA+pJ4U+IUjmtnGaHZQeKopTbMfz8/ABrl113d3fb8ho1agAQHh6OoihFPubNm2fbvl69eixdupTo6GjGjBnDlStXeOGFF/jll1/KLbsQRbFYLJw+9At+uQPwdJXCnxA3Q0Hh27hvmZMwR+0oopKTylMF0+t0HF+4kJbJyThKVwshbkpkGkw9BPkmtZMIYf9y0lKJ/WQ4zWNOqR1FCLsSoUSw3bIdi1KxYze3a9cOgJCQkOt6Xf369ZkwYYJtPMBZs2aVdTQhimU2mwjZNoFGzu/g4apTO44QVcZPCT8x9fJUtWOISkyKfxUoLyeHE/Pn016vRyuFPyHKRFQ6TD8EBhmWTIgblhp7kfRPh9E0PV7tKELYpUglkh2WHRVaABw0aBAAY8aM4ezZswXW5efns3TpUtvzkydP2sYBvMrJyQkAR0cZBUhUDJPJyP4tn3J7rS/xcM1XO44QVc6vSb8yOXay2jFEJSVn+wqSnZnJ+d9+o/Pfv2gJIcrO+TT46TAM7yRjAApxvRJPheIwfRz1THIhJsTNiFQiUSwKDzg8gIOm/O+v33vvvYwcOZIff/yRdu3ace+999KwYUNSU1PZtWsXtWrVon///gAcO3aM1157jS5dutC8eXNyc3P566+/cHBw4L333iv3rEIYjQZCtoylU/CPuLno1Y4jRJW1JHkJDhoHRtUdpXYUUclI8a8CZKSmcnHxYjq4uKgdRYgqKywFZhyFNzqCVto0C1EqMTs347d4Kt4WGTxTiLIQpUShWBQedHiwQgqAU6ZMoUOHDvz888+EhISwe/du6tSpw2OPPcY777xj265r1648/fTT7Nu3j8OHD1OrVi26d+/Oe++9x5133lnuOUX1ZjQa2LfpE+6oPwU3Z4PacYSo8hZdWYSjxpGRwSOvvbGoNqT4V85Sk5KIW7aMtq6uakcRoso7dQVmHYPB7aUAKERJFEUhfPUyGq5fgBsVO06ZEFVdtBINFsq0AFjShCIDBw5k4MCBJb6+RYsWLFu2rEyyCHE9jAY9u/8aR5cGP0rhT4gKND9pPo4aR4YFDVM7iqgk5PK4HCVdvkzU4sVS+BOiAh1PhHmhYCm/iReFsGtms5mjC2dJ4U+IchStRLPHskftGEKoymDIZ/v68XSu/6OM8SeECuYkzmFmwky1Y4hKQop/5ST+4kXOL1lCZw8PtaMIUe0cjocFJ6CEhhJCVEtGvZ69M6bQes9qKfwJUc7ClXAOmA+oHUMIVRiNBnasn8gd9adRwy1P7ThCVFszEmYwL3Ge2jFEJSDFv3KQGBfH2aVLubtGDbWjCFFthcTBolNqpxCi8jDq9ez6+Qc6Ht+GewXOSCpEdXZCOUGoJVTtGEJUKLPZxK5N39Mx+Ad8PLLVjiNEtTc9fjqb0zerHUOoTIp/ZSw5MZETS5bwgI8PGo1G7ThCVGt7LsHqcLVTCKE+o17PrhlT6HpmNx6KWe04QlQrBy0HibBEqB1DiAphNpvZuWkGbfwnUdMrU+04QghAQWHchXGczT2rdhShIin+laG05GQO//Yb3b28cJDCnxCVwl+RcOiy2imEUI/RYGD37Gl0ObVLCn9CqGSnZSdxlji1YwhRriwWC7u2LaaeyyQCfdLUjiOE+Be9omdU9CiSDclqRxEqkeJfGclKT2ffggU8VKMGWin8CVGpLDgBFzLUTiFExTMZjeyePZ3OoTvwlMKfEKqxYGGzZTNpihRERNWkKAr7dq7AOfs7mgdfUjuOEKIIycZkRkWPIt8iE/BUR1L8KwM5WVlsnj+f7h4eOEnhT4hKx2iBnw9DhpznRDViMhrZPfdnOh3fRg3FpHYcIao9I0Y2mTeRr8jJSFQ9x49sIeXCL9zZ+oTaUYQQJTibd5ZxF8ahyMyI1Y4U/25SXm4u6xcs4AFnZ9wc5OMUorLK0FsLgEZp/CSqAbPJxPaFc2l3dAteUvgTotLIIoutlq1YZNIdUYXEXgzj5MGfeKxzCA4aKSgIUdltydjCzISZascQFUyqVTfBaDCwftEiulgs+Dk6qh1HCHENFzJhvtyQFlWc2WRi65KFtDq4ET+LUe04Qoj/uKxcJsQSonYMIcpERvoVNq6ZzBNd9+DsqFc7jhCilGYlzpIZgKsZKf7dIIvFwva1a2mWnU0DV1e14wghSulwvHUSECGqIovFwrYVS6m7bwP1zDq14wghinFaOU24RaajF/ZNr9exbtWPdL9tGz4eMp6lEPZEZgCufqT4d4OO7N6N4/nztKtRQ+0oQojr9Gc4nEhUO4UQZe/glr9w37OBW0zZakcRQlzDHsseEhU5GQn7ZLFY2LbxV5rVXEejwItqxxFC3ACZAbh6keLfDYg4c4bYPXu4389P7ShCiBugAHOOw+UstZMIUXbCjh4mZe0y7jJI6wsh7IEFC5vNm8lT8tSOIsR1O3boL8zpS+ncXMZTEcKeyQzA1YcU/65TYlwc+37/nV61auEgM/sKYbf0ZvjpCOhkSDRRBVyOjuLEgpk8ok9BzkxC2A8dOnZYdsisi8KuxESd5OyRX+jZ8QByOSSE/bs6A7Co2qT4dx2yMjJY99tvPObvj4uc6YSweyl5sPSM2imEuDnpV5LYPnMqvXUJOMoMokLYnTgljlAlVO0YQpRKWmoC29Z9xxN37cHJ0aB2HCFEGdmSsYU/Uv5QO4YoR1L8KyV9fj7rFi+mq6srATKzrxBVxoE4OBqvdgohbkxeTg4bZk3n0YwLuFtMascRQtygI5YjJClJascQokT5ulzW/fEDD3fYhpdbptpxhBBl7Ie4H4jXy4VRVSXFv1JQFIVdGzbgm5nJLe7uascRQpSxRacgQ4a5EHbGaDDw18J5dIkLo6ZJ/gcWwp5ZsLDNvA29olc7ihBFMpvNbNkwh0Y1d1DPP07tOEKIcpBryWXcxXEyFEUVJcW/Ujhz9ChxJ07woEzwIUSVlGuE+SdAznPCXiiKws5VK/E9c5AmRpnZV4iqIJtsdlt2qx1DiCIdDllLSvx2urY8rnYUIUQ5OppzlCXJS9SOIcqBFP+u4Up8PDvXrqV37do4yzh/QlRZZ5Nh5wW1UwhROkd3bCNh7zbu1aeqHUUIUYailWjCLGFqxxCigOjIUPbv+Z1HOx/D0UGGmBCiqpt2eRoX8y+qHUOUMSn+lUCv07F+6VLu8fPDX6tVO44Qopz9HgYJ0ohKVHJxUZGErPmd3uY0tNJcVYgqJ8QSQrYiJyNROeTmZLJp3Sy63hJPoHes2nGEEBVAr+j59OKnmBWz2lFEGZLiXzEURWHH+vV46XTc5uqqdhwhRAUwWmBuKJhlwlRRSeVlZ7NhwVx6WLLwMejUjiOEKAdGjNL9V1QKiqKwZ8dS3BxT6Nhkr9pxhBAV6FTuKeYnzVc7hihDUvwrRlhoKOdDQ+nh749GuvsKUW1cyoS159VOIURhFouFLcsX0yAjkRZ50t1XiKosTokj3BKudgxRzV2IOknY6X306HgEJ61B7ThCiAo2M2EmEXkRascQZUSKf0VIS05m259/0r1OHWpI4U+IamdTFESmqZ1CiIJO7ttD6omjPKBLUjuKEKIChFhCyFVy1Y4hqimdLoctf82hY8tEgnyi1Y4jhFCBUTHyv4v/w6gY1Y4iyoAU//7DbDKx+Y8/CHZzo5Wjo9pxhBAqsCiw4ASYpPuvqCSSYi+xe9UKepvTcLLI+CtCVAcGDOyx7FE7hqim9u1aiVZJ5o5m0gVdiOrsvO48sxJmqR1DlAEp/v3HycOHuRIbS3cfH+nuK0Q1lpQL2+RGt6gE9Lo81i+Yy72WTPz1OWrHEUJUoIvKRSItkWrHENXMpQtnOXV8Bw93PIqzo17tOEIIlf2a+Cunc0+rHUPcJCn+/Ut6Sgp7Nm3igTp18JLCnxDV3oZIyMxXO4WozhRFYceqlXikxNMmJ1ntOEIIFey37EevSAFGVAx9fh6bN8ymbdMr1PWTsb6EEGDGzKcXPsVgkbE/7ZkU//5mNpvZuno1QS4utJbuvkIIIN8Ef4SpnUJUZ2FHDxN2MIQehlQ5YQtRTenQcdRyVO0YopoI2bsaiz6BO1tKd18hxD8u6C+wNHmp2jHETZBrib+dOXqUyzExdPfzw0Fa/Qkh/nbwMkSlq51CVEfpyVfYtmIJ97iY8dXLoP9CVGdnlDOkK3IyEuUrPi6C40c20aPTSVyd8tSOI4SoZOYmziXTlKl2DHGDpPgHZKSmsmvDBrrWqYOPFP6EEP+iAMtOWycBEaKiWCwWdvy+HG/FTLv0OLXjCCFUZsHCfst+tWOIKsxgyGfT+lk0r5dJQ/+zascRQlRC2eZs5iTOUTuGuEHVvvhnsVjYvmYNblot7Zyc1I4jhKiELmbC/li1U4jq5HzoMS6eC6O7PgVHRaadFkJAnBLHBcsFtWOIKupwyDoyM5Lo2uKQ2lGEEJXYiuQVxOvj1Y4hbkC1L/6dP32aC5GRdAsIwEVa/QkhirE6HHRGtVOI6iAvO5sdvy/ndlcNQblpascRQlQiIZYQzIpZ7RiiiklMiOFwyDpub5GLn2eC2nGEEJWYQTEwPX662jHEDajWxT+9Tseu9etpFBBAUyn8CSFKkG2ANefVTiGqg30b1uKQr+OOtItqRxFCVDJZZHFSOal2DFGFWCwWdm5eiKubB+3q71I7jhDCDmxK30RYnsyKaG+qdfHv2P795Ofl0dXNTSb5EEJc084LEJ+tdgpRlcVFRnAqZB8PaHJwM0tTUyFEYaGWUPSKXu0Yooq4GHOahPgobmt8GW/3FLXjCCHsgILClMtT1I4hrlO1Lf6lp6ZyePdu2gYGUlsKf0KIUrAo8LuMgS3KiVGvZ8vyxTR109I0Q7pdCSGKZsBAqCVU7RiiCjCbzezZvhRPLy9uqyet/oQQpXc4+zD7MvepHUNch2pZ/FMUhb2bNuHo4EBHmeRDCHEdTifDhQy1U4iq6OjObWSmJHNXdgJyS0oIUZLTyml0ik7tGMLORUUcIy31Mm0bR+PpmqF2HCGEnfnx8o9YZGI6u1Eti3+XL1wg8uxZOteqhae0+hNCXKcNEWonEFVNamICB7ds5HYPR2rmS99yIUTJTJg4bjmudgxhx0wmI3t3LMPbx5tbg/eoHUcIYYci8yNZl7ZO7RiilKpd8c9sMrF97Vq8atSgtUO1e/tCiDJwMgkuZ6mdQlQViqKw/fdlODs7c3vqJbXjCCHsxFnlLLlKrtoxhJ06H36IrMwU2jYKx91ZbjoJIW7ML/G/kG/JVzuGKIVqV/0KO3GCtCtXaOftjbu0+hNC3AAF2BCpdgpRVVwIP0tcVCTttUa8DHlqxxFC2AkzZo5ZjqkdQ9gho0HP3h3L8fPzpnXQXrXjCCHsWJIxicVXFqsdQ5RCtSr+GQ0G9m3ejJ+fH62l8CeEuAlH4yEpR+0Uwt6ZzWZ2//kH3jVq0CY5Ru04Qgg7E66Ek61Iqy1xfc6e3kdeXibtGp3A1UnGjhRC3JxfE38l2yznosquWhX/wkJD0eXlcYu7O25S/BNC3AQF+Eta/4mbFHHiOGlXkrjdmIW7yaB2HCGEnbFg4aTlpNoxhB3R63WE7PmdWv5etKxzQO04QogqINeSy9rUtWrHENfgqHaAimLQ6wnZtk1a/QkhyszBy/B4c6jprnYSYY+MBgN7167G39ub1vEn1I4jRKmlXkxl48SNnNl8hsyETFxruNK4S2Mefv9hmt7dtMjXHFl+hD2z9hB7IhZDngGv2l48MOIBur/dvcRjnd1ylh8f/bHIdUG3BPG/0P8VWLbz551sn7qdtEtp+Df2577X7+PeN+5F85/f/bZ8v4U/Rv/BB7s/oNEdja7j3Vc+55RzdFQ64qJxUTuKsAOnju8gPz+Xbm3O4+yoVzuOEKKKWJ68nAEBAwqdb0XlUW2Kf2Ghoehyc+nk6yut/oQQZcKiwMYoeL6N2kmEPTp7+CA5mZl0ddbjYjapHUeIUkmKSOLrO7/GkGegxQMtaPlASxLCEji14RSnN57mtUWv0aFvB9v2FrOFeS/N4/DSw3jU9KBV91a4eLiQHJXMhcMXrnm8nBTr+AqtureiVrNaBdb5BPkUeL5v7j6WjlxK0C1BdHq2EzGHYlj61lK0zlruee0e23bJ0cmsHbeW+0fcb/eFPwAjRs4qZ7ldc7vaUUQll5eXzcH9f1I7wJvmgYfVjiOEqEJi9bHsy9rH3d53qx1FFKNaFP9srf5q1qSVFP6EEGVofyw81gx8XNVOIuyJXpfH/r/WUtvXixaXjqsdR4hSS7uURuOujXn+5+fxDfa1Ld83bx8Lhyxk2dvLuP3J23HQWkeWWTVmFYeXHqbjMx15YcYLuHr+82VpNpqvebzcVOtstvePuJ/bHrutxG3Xfb6OZt2a8famt9E6ajEZTHx1x1fsnL6zQPFv0RuLqFGrBn0+63Nd770yO205zW2a29BqtGpHEZXYiaNbMZmMtKwbhaNWbjoJIcrWsuRlUvyrxKrFmH9hx4+Tr9PR3M1NWv0JIcqUyQKbo9ROIezNib17MOTnc3t2Eo6KRe04QpRa/dvrM2zVsAKFP4C7Xr4L/8b+ZCVlcSXiCgBJ55PYNmUb9drV4+X5Lxco/AFona5dqMpJtbb8q+Ffo8TtdJk60uPSaf9ke7SO1v06OjvS6qFWJEcn27bbN28f4dvDef6n53HxqDrdZPPII1KRgWhF8XJyMjhycD2+voE0DTyidhwhRBUUkhXCxfyLascQxajyxT+DXk/I9u14+/nRQgp/QohysPcS5MsNdFFKuVlZHNy6kUA/X5qkx6sdR4jr4uHnYWvV919uXm7AP0W9ffP2YTFZePTjR20Fuet1tduvZ4BnidtpnbRoNBp0WQVnLs1NzcUr0AuAzMRMfv/wd7q82IXWD7W+oTyVmUz8IUpy6vgOLBYLDWrF4OmSqXYcIUQVpKCwLHmZ2jFEMap8t9+w0FDydTqa+vriK8U/IUQ50JvhSDzcXV/tJMIeHN25DcWi0Dr7irT6E1VG1pUsEsMTcfFwwa++HwBnN59F46ChdY/WJJ5LJHR1KDmpOfg38qdD3w7UCCi5NR9Abpq12+/GiRtx9nDG09+TRnc0ouUDLXFw+KcI6ezuTL3b67Hz5500v7c59W+vT/iOcI4sP0LXQV0BrOP/OWnpN7lfOXwC6ksjjVhLLPUc6qkdRVQyRoOe40c24+MTSPPA5WrHEUJUYetS1zE8aDgeWg+1o4j/qNLFP7PZzOHdu/Hy9aWFQ5Vv5CiEUNHeS1L8E9eWk5lB6J5d+PvXpHn0IbXjCFEmFEVhxbsrMOYbuX/4/WidtJhNZuLPxuMT5MPRlUf57fXfsJj+KXavHruaocuH0urBViXu+2rLv33z9hVYHnxrMEOWDyGwWaBtWf8p/Zn2+DQm3zfZtiygaQC9x/fm+OrjHP/jOK8tfg0PP+sFicViKVBArArOKmephxT/REHRUaEYDPnUq5NNbe9oteMIIaqwXEsua1PX0r9Wf7WjiP+o0sW/S1FR5GRm0ig4mGC1wwghqrSYDIjPhqBrN2QR1dipA/tQUGiak4Kr2ah2HCFumkFnYOGQhRxeepigW4LoPb43YB2Dz2KyoM/R8+cnfzJoziBufeRW9Nl6tk/bztbvtzKr/yw+P/e5rRhXlNcWv4azuzOOLo5kX8kmNjSWdZ+t48LhC0ztNZVPT36Kk4sTAI27NOaT0E849vsx0mPTCWweSOfnOmMxWVg6cim39bqNjv06snvmbjZ9s4nUC6l41fai+zvd6TGqR4V8XuXtknKJPCUPd4272lFEJaEoCkdC1uPu4U3zwBCkI5QQorwtT17OswHPopEvnEqlat3u/BdFUTi6Zw+uHh4012hwkP/xhBDlbF9s2e9To9Gg0Wjo0KEDZnPxM2OOGDECjUbDr7/+WvYhRJnQ6/I4tnM7PjX9aZlaDv+zCFHBLp++zMSuEzm89DDNujVj1NZRuHlbx/0z6qzF7byMPJ75/hnueO4OPHw98KvvR99JfWndozV5GXkcXna4xGN41vTE2c0ZBwcHvGt7c2vPW3lv53vUva0uKdEphK4KLbC9b7AvD458kL7f9OWewffg4uHCyg9Wos/VM2DaAA4vO8ySN5fQeUBn3tr4Fp37d+aPD/+4Zg57YcHCeeW82jFEJZKUEEPylUt41XCnUcAJteMIIaqBi/qLhGSFqB1D/EeVLf6lJCURd+ECPt7eNJHCnxCiAhyMs87+Wx6OHTvGt99+Wz47FxUi/NhRjAYD9Q05eBny1I4jxE3ZP38/E7tOJOl8Er3H9+adze/g6f/PpBwuntaZdB0cHWj7eNtCr7+1560AJJxNuO5jOzo70vm5zgDEnYwrcdtzO8+xf95+nvrqKXyDfVn32To6PtORPp/1odWDrej7TV+a39ucbVO2XXeOyircEq52BFGJnDi2DUcnZ+rXDMfZUa92HCFENbE0eanaEcR/VNni36lDh9BqtTR2cMBZin9CiAqQbYATiWW/XxcXF/z9/Rk3bhyRkZFlfwBR7kxGI4e2bsLLryYt0qTVn7Bv26ZsY8FrC/AJ9uGDPR/w6MePFpoB2N3HHY+aHihmBcWiFNqHq5frTWUobsbhfzPoDPz2xm80vbsp9wy+B0OegSsRV2jcpXGB7Rp0bEDS+aSbylOZZJJJvCIziQvIzckk/GwI3j6BNA44rnYcIUQ1sj9rP7H58jtvZVIli395OTmcPnYMn5o1aSyFPyFEBdpbDuc4R0dHPv30U3Q6HUOGDCn7A4hydyH8LLlZmQRooU5OmtpxhLhhF49cZOUHKwluE8zo/aNp0KFBsds2u6cZiqJwfnfhbqiXjl0CoE6rOjeUI2JPBABBtwQVu83a8WvJiMvghV9eQKPRYNQbURQFo77geJv6bD0Wc9WaeVta/wmAiHOHQVHwcs8i0OuC2nGEENWIgsKKlBVqxxD/UiWLf+EnTqCYzfg4OuIvxT8hRAUKS4Y0Xdnvd9iwYdx5553s2LGDOXPmXNdrk5OT+eCDD2jdujVubm7UqFGDzp07M3Xq1BLHERRlQ1EUjmzfgptnDZqnxSFnJWHPdkzfgWJRePrrp0ucqAOg29BuAPwx+g90mf98MV44fIF9c/fh4ulCh34dbMtzUnIw5BkK7OP46uMoyj8tBxVFYcf0HZxYcwKvQC/a9incpRjg4tGLbPthG4998hiBza0zAnv4euBdx5ujy49iNlq/+3SZOk6sPUHDTg1L/yHYgRglBr0iXTyrM0VROH54M55eNWkcECoTfQghKtyW9C0FzuFCXVVutl+z2czRffvw8vWloZzlhBAVTAH2x0Kv5mW7XwcHB+bMmUO7du147733eOyxx6hdu/Y1X3fmzBkeeughEhISuPXWW3n++efJzc1ly5YtjBw5ko0bN7JmzRq0Wm3ZBhY2V+JiSbx4kcCgOjRKOKl2HCFuSuwJa/PmQ4sPcWJt0ZMHNL6jMXc8fwetu7em25Bu7J65m09v/ZRbetxCTkoOYVvDsFgsDJo7iBoB1inSow9EM/n+ydQIqMHn4Z/j7O4MwIx+M/Bv7E+Trk1AgYvHL5IYloirlyuDlw7G1bNw92GzycxvQ38j+NZgHhr1UIF1PT/oybJ3ljGh4wQadGhAxJ4IspKyeGXBK2X5ManOhIloJZpWmlZqRxEqSUqIITMzmVqB9WksE30IIVRwxXiF03mnaePRRu0ogipY/EuIjSUvO5uAoCAaSfFPCKGC/bHwaDNwKOOvoJYtW/LJJ58wduxYRowYwcqVK0vc3mw207dvXxISEvjyyy/56KOPbOsyMzPp0aMHGzZsYMqUKYwaNapswwqbE/v24OjsRL2cVJwtJrXjCHFT8rPzATjw24Fit9Hn6Lnj+TsAGDBtAHXb1mX3jN0cWX4ERxdHWj7Ykkc/epTGXf8Ze8/VyxUPPw98gnxwcPynY0q3Id0I2xbG0RVHAfCp60O3od3o8V4P/Bv6F3n8Ld9u4fLpy4zePxqtY8EbG/cNv4/8nHxrnmVHqNO6Dv1/7E+L+1rc2AdSiUUpUbRCin/V1dnTe3HUOlLbOxoPl0y14wghqqkdGTuk+FdJVLniX/iJE2idnAgAPKX4J4RQQaoOItOgec2y3/eHH37IihUr+P3331m1ahVPPvlksdv+9ddfhIeH06lTJ0aPHl1gnbe3N1OmTKFr167MmDFDin/lJCczk7Cjh/ALrE3Dy2fUjiPETfsi4ovr2l6j0dBtSDe6DelW4nZBrYP45vI3hZY/N/256zoeQM8Pe9Lzw57F5nlk9CM8MvqR696vvYlX4tEpOtw0bmpHERVMr9dx9tRevHxq0aDmBrXjCCGqsZ0ZOxkZPFLtGIIqNuafQa8nPDQUL19fafUnhFDV8XKY9Resk3/MnTsXR0dHRowYQWZm8Xfz9+3bB8ATTzyBpojvxC5duuDh4cH58+fJyckpn8DVXNTpkygWBTfFQp2cVLXjCCGqEQWFaCVa7RhCBRejT2EyGnB0dKSOT6TacYQQ1dhF/UWidXIuqgyqVPHvUlQUJpMJZ0dH6kvxTwihohPlVPwDaN++Pe+++y7x8fG8//77xW6XkpICQL169Yrd5uq4gVlZWWUbUqAoCif27cbTx5v6WUloZcBjIUQFk+Jf9RR6dAtu7l74uifi7iw394QQ6tqesV3tCIIqVvw7efgwru7uBAPOUvwTQqgoVQeXynGInXHjxtG8eXNmz57Nzp07cXAo/HXu5eUFQEJCQrH7SUxMxMHBAV9f33LLWl2lJSWSlpSIm4cnjTKS1I4jhKiGEpVE8pV8tWOICpSTk0HC5Ug8a/gS5BuhdhwhhGBHxg61IwiqUPEvJyuL2KgoPL28qCeFPyFEJRBajq3/XF1dmTNnDgBDhgzBbDYX2qZz584ArF+/vsh9HDp0iNzcXNq3b4+bm4wJVdYiThxHo3HA05hPgE4GWxdCVDwLFi4oF9SOISpQQlwECtbxLYN9pPgnhFBfuC6cBH3xjRFExagyxb+osDBQFLQODtSR4p8QohIoz66/AHfffTfDhg0jIiKCpUuXFlr/xBNPUK9ePXbv3s0PP/xQYN2VK1d48803AXjvvffKN2g1ZDabORmyD6+afjTKKOf/EYQQogRS/KteIs4dxtnZDWfHPPw8L6sdRwghANiRKa3/1FYlin+KonDy0CE8vLwIAFyk+CeEqATisiFdV77HmDhxIvXr1yctLa3QOhcXF1asWIGPjw/vvPMObdu2ZfDgwfTu3ZtWrVpx6NAh3nnnHZ599tnyDVkNJV26iC4nGxdXNxpkSpdfIYR64pV4zErh1uGi6jGZjMREnrB2+fWOxEEjY80KISoH6fqrvipR/MvOyCDtyhXcPDwIlsKfEKISOX2lfPfv6enJjBkzil1/xx13cPz4cYYMGUJGRgbz589nz549tG/fnlWrVvHdd9+Vb8BqKvzoYbSOjvjpsvA25KkdRwhRjRkxkoTchKgOriRdxGQ24OjoRJCvzPIrhKg8QnNCSTemqx2jWnNUO0BZiIuJ+WdsCyn+CSEqkdPJcE+DG3+9UooZYnv27Fnidg0bNiyxQCjKllGvJ+zoYbz8alI/9aLacYQQgjhLHEHaILVjiHJ26cIZNBoHQKG2txT/hBCVhwULuzJ38YT/E2pHqbaqRMu/c6dO4ebuTg3AS4p/QohKJDwFzBa1U4iKFBcVgcmgx9HJiaCcVLXjCCEEsUqs2hFEOVMUhXNnQvD09MXfMw5Xp3Ied0QIIa7T9oztakeo1uy++KfX6YiNjsbDy0ta/QkhKp18E0RJC/dq5fTBAzi7ueFmzMdHn6t2HCGEIJVUdIoUg6qy7KxUMtKTcHH1IEhm+RVCVEKHsw+jt+jVjlFt2X3xLz42FkVRcHBwkOKfEKJSOlPO4/6JykOfryPm7Glq+PhSJ6fwJCxCCKEGBYXLisz8WpVdjj0PWIdBCvKV4p8QovIxKAbC88LVjlFt2X3xLyosDK2jI1rAX+0wQghRhEhp+VdtJF26iIKCg1YrxT8hRKUiXX+rtojww7i4euDqlI2ve6LacYQQokhn8s6oHaHasuvin9lsJuL0aWp4e1MT0ErLPyFEJXQpU8b9qy4uhIfhoHFAoyjUzpXinxCi8khUpCBUVRkNei5eOIWHpy9BPpHIJZEQorI6nXta7QjVll0X/5ITEjDo9Tg5O1NLznJCiErKYIb4bLVTiPKmKAoRJ47h6eNDTV0WLmaT2pGEEMImiywZ96+KSkqMwWKxoNVqqe0do3YcIYQolhT/1GPXxb+ES5dsfw+Q4p8QohKLyVA7gShvmakp5GRk4uzqSh2Z5VcIUQldUWQQ2qroQvQpHDTWyzpf9wSV0wghRPEuGy6TbpQxkdRg18W/mPPncXV3R4OM9yeEqNwuZKidQJS3+AsxKChoNBoZ708IUSklKUlqRxBlTFEUzoUdwLOGHw4aEzXc5OaTEKJyO50nrf/UYLfFP7PJRPylS7h7euILOEnLPyFuWOyxTcx8XMPMxwv/O1IUhTPrp7PyzbbMedqd+c/5s/XrZ8lKiCr1/hPP7uOv8Y8xf4Afc/t6sGpUZ8I3z0FRlELbnln/E8uGNmfOU64sH9aaM+unF7ndyVXfMquPlivnDl7fm1WJtPyr+iJPhuLq7o6zyYifLkvtOEIIUcgVpOVfVZOdlUZOVjrOLm74uCfhoCn8O5MQQlQm0vVXHXZb/EtLTsZiMqHVamW8PyFugmKxcHDe+8Wu3/nDS+z7ZQRGXTZNuvXHt35rovcuZ9WoTmTGR15z/zH7/2DtR92IP7GNOm3uo2HXJ8m+coHdU19j34w3C2wbvnkO+34ZjoOjM026DQBFYd8vIwjfPLvAdlmJ0RxZ9D9u6TWSWi3uuLE3XsESsiFfhoCrsowGA5fOheHh5U3t3DT7PbkKIaq0ZCW5yBtqwn5lpCWCBjQaDb7u0rJTCFH5yYy/6nBUO8CNupKQYPvlRcb7E+LGhW+eTdqFU2gctCgWc4F1Mfv/IGL7Amrfcg+Pjt+Eo4sbAIcWjCF0xZccmPsuD4/9s9h9K4rC/pkj0Tq78cTkA/g1uBUAfU46f35wF2c3/MStj43Ap15LAI4uGUedW+/lsQlbcdA6YjYaWDWqI2fWTaXVw4Nt+90zbQhu3rXo9OKEsv44yo2Cddbf5jXVTiLKQ/LlOEwmM1pHR/zzpNWfEKJyMmAgnXT88FM7iigjqanxWH/LAB8PmdFZCFH5nck9g6JYh8oRFcduGydcOH8eZ1dXQMb7E+JG5aUncvDXD2lwRx88/OsWWn96zRQAur72va3wB9BhwP9wqeHHpcPr0GUmF7v//MxkclMvE9y2u63wB+Di6UvLHq+BopB64SQAhtxMclPiaHTn0zhorfcltE7O1G3Xo0AX4/Atc7l8Yhv3DJ+Bk6vHzX0AFSxGxratsi6dP4eDg/UXGL98Kf4JISovmfSjakm4HIGzszuAtPwTQtiFLHMWl/SXrr2hKFN2WfyzWCxciorCvUYN3AA3qRgLcUP2/TICi8nAnUOmFFpnyMsiMWwfHv51CWjaocA6rZMLwbc9iGKxkHh2b7H7d6lRExdPX3KSC3+5ZyfFAOBTtwUADlon0Ggw5GUW2C4/OxU3n0Dg72Ll3Pdo/sAg6rbvcX1vthKQST+qroiToXh4eYOi4Jufo3YcIYQoVroid6KqkoT4KNzcPAEFHyn+CSHsxJlc6fpb0eyy+JeZloZBr8fJyQlftcMIYaei9iwjZv/v3P7MGGrUalBofUZsGIrFjF+DNkW+3qd+awAy4yOKPYaDVkungV+RGn2cvT8NIzc1Hn1OOqfWTOHshp9p/sAgajZqC4Cjqzv+TdpzZv10Es/uw5Sfx8VD64jas5R67XsC1mKlg6MTXV777mbfvipk0o+qyZCfT1pSAq4eHnjrc3H6T/d5IYSoTNKQ2cirCn1+HtlZaTg5u+LhkoGzo17tSEIIUSoy42/Fs8sx/1KS/rmr5Sut/oS4btlXLrJn+uv4NriV2558r8htctPiAXDzrV3kejfvWgDos0u+iGj9yFDMxnxCZr3N2b9+ti1v0m0A3UYWnMjjrqHT+GvcI6z58G7bMq86Ten4wufEhKwiZv/vPPjBMlxrWMcqUiwWNA72cw8jPR+y9ODlonYSUZbSriSh0WjQaDT45WerHUcIIUqUoWSoHUGUkfT0JBz+Pv/4ust4f0II+yEz/lY8uyz+Xbl8GYe/L/h91I0ihN2xmM1sn/w8ZmM+D763GK2Tc5HbmfJzAXB0ci1yvdbZutxszC/xeBdCVnPkt7E4unoQdNsDOLt7kRS2n6g9S3H3rU3Xf7XiC2zZhX7TTxO9byU5yZfwCW5B0/ueRzGb2PfLcOp3fpwm9zzD2b9mcGLlRLKvXMDNtza3PfEubZ8quohZ2STnSfGvqklLSsRisQ627qeT4p8QonLLIQeDYsBZU/T5X9iPjLRE2wSIvjLZhxDCjpzXncekmHDU2GVJyi7Z5Scdf+kSru7WgW19pOWfENclZPY7JIXt4+5hP+PXsOguvQCavyfdsFhMRa63mAwAOLq4F7uPzPhItk56Fo+awfT6coete7HZaGDP9KGc+vN7PPzrcdsT79he41EzmDa93yqwn91TB2PMz+WeYT8TuXsp+34ZRru+H1GnzX3EHv2Lg/Pex8O/Lk279S/dh6Ci1DxoIuMVVCmXoyNxdrFWdGvqZLIPIUTll046gQSqHUPcpMT4KLSO1iKujPcnhLAnRsVIsjGZOs511I5SbdhPf7m/WSwWrsTH4+rujgbwVDuQEHYkfPMczqybStP7XqD1I6+XuK2Lp7VClZ+VWuT6/KwUANtkHEU5s346FpOBzoMmFhhXUOvkzN3DfsbZw5vQlV+VmCP+5A7Ct8zhjpcm4VEzmKOLP6XJPf3p9OIE6rbrTtdXv6VOm/s49ef3Je6nskjJUzuBKGtx0ZG4enigUSz4yGQfQgg7IJN+VA3xl6NwdfMApOWfEML+JBnkpkVFsruWfzmZmZhMJrRaLV6AVlr+CVFqx5dNACBy529E7vytyG1mPm79N3XvW/MAyIgLK3K7jFjr8uImBAHIvHwOAN/6txRa5+jsiledpqREHkWXmYybd0ChbUx6HbunDaFO63to1XMIpvw8MuMjuKXXmwW2C2jWifBNM4vNUZlI8a9q0efryExJISC4Lt76HBwVi9qRhBDimqT4Z//MZjMpyZfwqxmEkzYfT5dMtSMJIcR1keJfxbK74l9GWhr8XfDzUjmLEPam2QMDyc8uuiVfxPYFGHXZtH5sOAC1W99FjcBGZMSGkZUQhVedJrZtzUYDcaFbcHL3onbru4vcH/wzKUjm5XP4NShYADQbDWQlRKHROuLi4VPk648s/pTc1Dh6froejUaD2aQHRcFsKDjOoFGXjWInM6xK8a9qSUtKRKNxsE72IeP9CSHsRBYyRIG9y8pMBsDBQYuPe5zKaYQQ4volGaX4V5Hsr/iXmgoWa8uKGtLqT4jr0vH58cWuu3R4HUZdNne/Ps22rOXDgzm84GP2z3qbHmNW4fD3OIDHln1OfmYy7fp9VGDCkPzMFBxd3HF0tY4D2PieZzm/fT6HfxtLYKs7cf975mCL2UTIrLcx5GbQ+O5ncHB0KpQnOfIop1Z/R6cXJuAT3BywdkV296tD9J5ltOn9Fg6OThhyM7l48E8CmnW++Q+oAqTq1E4gylJq4j+Drfv8PUmOEEJUdjmKDFFg7zLSk2znHw9nafUnhLA/iQYZrqAi2V3xL+nyZZz+HljdQ+UsQlR1bXq/zYWQVVw6vI6VI9oQ2OouMi+fI/HsXgKadaL9M2Nt2yaFH2DN6Htw8w6g/4xIHF3dqd/xEW7p9SZn1k1l2estCL7tAZzcapAUHkJWQiQ1ajfmziFTCh3XYjaxe+pr+DVsw23/mcW3Xd+P2D9zJL+PbEdAs04knN6FLiOJB95dVO6fR1lI04HZAlq7G3FVFCUuKgJnV+s5ydMolV0hhH3IRW5W2LvkpFiuNoNwcZKfpxDC/ki334pld5efV+LjcXFzA8BDWv4JUa4cXdzo9cV2bnviXYz5uUTsWEhu6mXa9R3N41/utLXwA3B298K1hh8efsG2mYIB7hr6I91Hr6TW34W66H0rcHB04vZnx/L0lOO21oD/duKPb0i7cIp735xja2141S29RtDpxS8w6LKI3L0EZ09fHv5kLUG33V9+H0QZsiiQnn/t7YR9iI+Ows3DOvWUh0GKf0II+6BDh1mxj+EyRNES4iNwcbWef1ydZEwRIYT9kW6/FcuuWv4pikJ6SgreNWsC4H6N7YUQpffcnAtFLndy86TLq5Pp8urkEl/vW781Ly4s+gu88V1P0/iup0ud5fZ+H3F7v4+KXKfRaLj9mY+5/ZmPS72/yiYlD/zlC8zuGfV6stLTCAiuC4CnUaq6Qgj7kUMO3nirHUPcoMyMZJycrS3PpeWfEMIeScu/imVXLf/0Oh1msxmtVgtIt18hhH2SST+qhpzMDNtkHy4mA052MumMEEKAdP21d3m5WTg6WsdddnWUn6UQwv6km9IxWAxqx6g27Kr4l5uTg+bvrr5OgJN0+xVC2CEp/lUNuVlZtnOSh7T6E0LYGZn0w36ZzWby83PR/j00inT7FULYIwVFuv5WILsq/uXl/PNLirT6E0LYqwypE1UJOZkZWP6efd5TxvsTQtgZaflnv/T6PDQaje0GlHT7FULYK5nxt+LYVfEvNycH5e8LLSn+CSHslc6kdgJRFjJSUnBwsJ5GPQxS0RVC2Jd8Rb637JU+P89W+APp9iuEsF8y7l/FsaviX1ZGBvx9onOTLr9CCDull+JflZCamICTq3WwdU+jtPwTQtgXAzLOkr3S5/9T7HPQmHBylJ+lEMI+SfGvsF9//RWNRsOIESPKdL92VfxLT07GyeXvWa1UziKEEDcqX4p/VUJG8hWcXVwB8JSWf0IIOyPFP/uV/6/in6t0+RVC2LGyGvPv6lAIRT3atWtXJsewd45qB7geGampODlbZ7VyUjmLEELcKL1MCmv3FEUhIyUZr5o1AfCQln9CCDsjxT/7lZ+faxsKScb7E6L8ZO3PIvLNSADaH21fYJ0x3UjS3CQydmVgvGJE66XFq6sXQcOCcA50vva+Q7KIHBFZ5DrXJq60Xt66wLLk5clcWXIFQ6IBl2AXAp4JwL+ff4EhAACSFiZx+cfLtJjbAo82lX+wtAxTRpnty8nJiSFDhhRaXrdu3TI7hj2zq+JfdkYGzn+3/JPinxDCXkm3X/un1+VhMhrROlpPoy5mo8qJhBDi+hgUKf7ZK11ulu3v0vJPiPKhWBTipsQVuU4fr+f8a+cxJhlxa+GG5+2e6CJ0pK1LI/tgNi1+bYFz7ZILgKYM6wVBjTtq4NrAtcA6p4CC1Y6U1SnEfh2LaxNXfB/2JfdULrFfx6Jx1OD/lP8/ueL0JPySQK3+teyi8AdgsJTducjZ2Zlp06aV2f6qGrsq/ul0Olzd3QG4di1dCCEqJ+n2a/9yMjML3Gl1MktzTiGEfZGWf/YrJycDrdZaHLCHyT4+/h6+mln0uuHPwbRP/nmuKPDTYpi5AiIugrsrPNgFvnwHmtS/9rE274OHXyt63S1N4fTagst+Wgw/LIBLCdC4HgwfAMOesw0zb/PtPPhgMuxfDHe0vXYOYf9SV6eSH5kPWuA/v+Zd+vwSxiQjtYfUJmhokG15/C/xJM5KJO67OBpPalzi/k2Z1guCWv1r4d3Nu8RtE2Ym4NnBk2Y/NUPjqMFitBD+QjhXll0pUPy79MUlHP0cqTOszvW9WRXJjaiKYzdj/pnNZswmE5q/Z1Z0kgk/hBB2Srr92r/crEz4+zSktZhxQFE3kBBCXCc9erUjVCkvvfQSGo2GlStXlvuxcrLT0Dpai38uTnnlfryblZJu/fOlJ63Fvn8/7u1UcNuXPoIREyA7F/o/Cq2bwPKN0OkZiLxY+mM9dGfhYz3Xq+C2c1bC8M/B2QkGPGYtPI6YALNXFNwuOhb+NxVGviCFv+rCmGLk8o+X8b7XG+daBZsdGZONZB/KxinQiTqDCxbZ6gyug0t9FzJ2ZmBMK7lXyNWWf46+JbfHMmebMSYZ8XnAB42j9ZdPBycHvLp4YYj7p3CW8mcK2Yeyqf9xfbRu2lK/V7XpLRV/LjKbzUybNo127drh5uZGzZo1efLJJzl16lSB7S5cuIBGo+HWW28lOzub4cOHU7t2bWrUqMFjjz1GVFQUAHv37uX++++nRo0a+Pr6MmDAAK5cuVLouKtWraJXr14EBgbi5OREnTp1ePXVV0lJSSl19nPnzjFgwABq1aqFq6srrVu3ZtKkSZhL0RDBblr+GfV624CNIN1+hRD2y2SxPhzt5vaL+C9Dfj6KxVrwczZLU04hhP0xUjWHK7h6rRAUFMSFCxdwcir5qiE6OppmzZphsVgYNGgQv/76awWkvDm5ORk4OloLEi6OlX/M2dQM659Tx4BnCT0R/9gMC/6EezrAptng9ndPyDE/wJcz4N1J8Of00h1r5AvQ6/6Stx033Vp83DoXHB3BYICO/WDqIhj8zD/bDfkf1PKDCW+VvD9RdcROikUxKtR9vy4RgyMKrNMnWItVLvVc0DgUbJCk0WrwaOOB/pKe3FO5+NzrU+wxSlv80zhqQAPmnILFHVOmCcea1tcaU4xc/uEyfr388OrqVar3WFlUdMs/i8VC3759Wb16NY0aNaJfv34kJiby559/smXLFvbs2cPtt99e4DUmk4lHHnkEnU5Hjx492LNnDxs2bODMmTPMmjWLXr160aVLF3r37s3WrVtZunQply5dYt++fbZ9nDlzhqeeeoqgoCDuu+8+3N3d2blzJ3PnzuXkyZMcOnSo0PiN/7V7924ee+wxdDodDz30EAEBAezcuZMPP/yQ0NBQFi9eXOLr7ebS02gs+AuKFP+EEPZMuv7aN6NBb2vr52SRH6YQwv5YsKgdoVzFx8eXqhXelClTsFjs67OwFv+sV0MaTeXPnpIOri4lF/4Apiy0/vn9R/8U/gD+Nwz8vGHdTkhOu/axAAL8St4uMxviEuHpHtbCH4CzM/S4C6Ji/9lu7u+w7QDMGA8e7iXvU1QNaZvTyNiWQe1Xa+NSx6XQem0Na6s6faweRSnc88Ocay3SGS6XXNQyZ1q3S5ybSOw3sSTMSiDrQJbt5vJVDm4OuLd0J3l5MjmhOVh0FjJ3Z5K+Od1W6IudZB3/r+4o+5vYoqJb/n377besXr2afv36ERYWxoIFC9i8eTNLly4lNzeXkSNHFnrNuXPnaN68OUeOHGHBggWcOnWKli1bcvHiRXr16sUnn3zCrl27WLRoEaGhoXh6erJ//35OnDhh24e7uzuzZ8/m0qVLLFu2jHnz5nH69GkaNmzIkSNH2Lt3b4m5s7OzeeaZZzCbzezatYu//vqLBQsWEBYWRqdOnViyZAnbtm0rcR92U/wz6PW2Lr8gY/4JIeybTPph3/Lz8mzdfp2k5Z8Qwg4pVXi4An9/fxwdHfnxxx9L3C4zM5N58+ZRr169CkpWNnJzM23dfu1BSvq1i3FZObDvONStDR1uKbjOxRke7AoWC+w9eu1jwbWP5+RoHdcvM7vg8tQMCKxp/XtiMrz3DQx6wloUFFWfPkFP7JfWiTVqvViryG1cG7riHOyMMclI0q9JBdZl7c8ic08mAOa8krthXm35l/pnKslLk0n4JYHI4ZGEDQgj/1J+gW3rfVgPxaBw/tXzhN4dStQ7UTjXcibojSAytmeQsS2Deu/Xw9HbWsn+bwGxMivLln+5ubm23qL/flxt0a0oCt9++y2enp7MnTsXF5d/irvPPPMMLVq0YO/evYW64To4OPD111/bWuZ5enoyaNAgAAIDAxk9erRt2zp16tCzZ0+AAt2IGzVqxKuvvopW+0+XbA8PD3r1so5HcPr06RLf28KFC0lKSuKDDz7grrv++ULy8PBg1KhRAKxevbrEfdhPt1+DwToQw9/sJrgQQhRBWv7Zt/zcXNvJ28kigzgKIexPVS7+eXh4cNttt7F9+3YOHTpE586di9xu9uzZZGdn07t3bxYtWlTBKW+MxWLBoNeh9bl6NVT5f46pmWA0wojPrYW8oFrWSTzatfpnm7AoMJuhTbOi99G6ifXPiGuM+3e12++XM6wt9fx9oEtba/HwX+1IcHeD9q1h+mK4/w64vRVsPwBLN8DLT1q3GTHBWiT87sMbedfC3ihmhQtjLmAxWGj0RSMcnIpuJ6XRaKg/pj5Rb0URPy2e9K3puDVzw5hkJPtINp5tPck5noODS8ntrBp91QgHVwc0zhpMaSbyzuWRMCOBvDN5RI6IpPXK1jg4W/fh0caDVstbkbE1A0OiAdeGrvg+4gsmiP06Fu9u3vj28CX592SSfk3CEG/AsaYjgS8EEjgwsMw/q7JkVMpuCAonJyeGDBlSaHmrVtYvm/Pnz5OUlERQUFCBgt1VubnWCZSio6Px9/9nIpW6desSEBBQYNv69a0zEHXs2BFHx4LVqeDgYACysrIKLDcYDISEhBASEkJERARRUVG2AmFeXsnjt+7ZsweAEydOMGLEiALrEhISAGxjEBbHbmpoRoPMAiOEqDrMlf93dVGC/Lw8HK4W/6TlnxBCVDrDhg1j+/bt/Pjjj/z222+F1pvNZqZOnUpAQAC9evUqsvin0+mYOXMmy5cv5/Tp0+h0Oho0aMCgQYP46KOPCrTgKMmmTZv4+uuvOXLkCGazmbZt2/Lhhx/Sp0+f635fV7sZXmtsqMok7e/i3/T/DEf1dA9YMNFaiIv/e2z82gGFXw/WMfeu7qskV1v+zfm94PI2zeH3KdCs4T/Lpo2FR4bC3c//s6xpffh8JKzaAr9vhmXfgZ+PdZ3FUrCAKKqWuG/jyD2RS72P6uHWzK3Ebb3u8KL53OYkzEjg/+zdd3hc9ZX4//e90zWSpqhXy7333m2MTTGmmhoCqYQQFkhCyJL8smG/yWZTSbIhdUPqkkBCICEQQjDFGGzcjY1x701dGml6uff3x8iSRpLlJutqpPN6nnnsuXNn5ljWlHvuOZ/j3+onfCiMY5iDId8dQmB7AP9Wf2sV3pmY3W23W3ItuHJdZM3IYs9dewjtDdH4eiPeK9tKWK35VvLvSK1GPPK1IyRCCcoeLaP+lXqOffMYhR8tJHNqJk3vNHHihyewFFjwXnGWUth+wmq18sQTT5zx9tMVfSdPnuTHPz7zAqKhUOpaqllZWV0+F0B2duc1Fu325LoF7ZeUWL9+PXfccQcHDx4kJyeH8ePHM2TIEDRNY82aNV22kHcVe3fVfR3j7iht3r6ika576oXoDSYZQS56mAz7SG/hYLBd5Z8k/0QvOQD6cR29Vkf36+hyFkFcpP783fr666+noqKCP/3pT61VEe09//zzHDlyhHvvvbdT1cZpv/rVr3jooYfw+XzccMMNrFy5kurqar7yla/wyCOPnFMcjz/+OFdeeSVbt27lqquu4qqrrmLHjh1cf/31/OIXv7iof2O6OP4GRN6D2A44tAr+9/9BSUEyuXbPV5P7BFqOWe1nWNvJ3tKdFz7L8mDPPA7BrZDYCafegn/8HGZMgB174cp7INLuK/2sSfD+C/CDR+FzH0mu67ft+eQagJ/5GqxYDLdcBT9/BgZfDqaxUDQfvvuri/lppDdFT5+k8/mo/WstNc/U4L3aS97KM2SgO3COcTLsh8OY9NYkJq+dzKjfjcK90E3kaPKX1D7YfpZH6Ey1qHivSibqQnu7T+Q0b2ym7m91lDxYgjXfyqmfn8KzzEPxfcVkz8ym9HOlZE7NpPqpzlNn+xKF3vudOp3EmzVrFrqun/GycOHCHn3eWCzGLbfcwrFjx/jb3/5GbW0tb7zxBr/61a+YN2/eecX+z3/+84xxv/HGG90+RtocfibicnAljJPftBX0vr+gskgfZ+gkEGkiFPCjmpIHi1L5J3qLvlVHf0dHf01Hf0lHf1ZHe05De1lDe0NDe1dD26ah79HRj+joVTp6k44e7b8JHnFx+nPrr8lk4t/+7d+IxWL87Gc/63T797//faxWK/fdd98ZH2Pw4MG8+eabvP/++/zmN7/hD3/4A2+//TYmk4mf/vSnRCLdZ6LeffddvvCFLzBq1Cg++OADnnnmGZ599lm2bt1KVlYWn//85/H5zlLK1pV2VX/pkIrJz0kO0zCboaIEPnEzrPm/5FCPP7yYrPoztxRRxs+wkka0pTMwo/uCLHI8ycdV1WQV4VULYM3vYeIoOHgMnns1df+SAnjwLvjeF+GeW5Ktwg9/O5mM/OlX4emX4L7/Bx+6Bl59Eu64Br7wneT2fqubogdV759fYCufrASg/h/1bJm6JeUSPZX8eZy+3ryp+YyPo8d0mjc3ozpVHCPO8st6JudQUKyFNY7+11EyJ2eSe2MuWkgjcjSCc0LqVJ2MsRlEjvTuQI2+bOTIkdjtdnbu3NmpJfdS2rNnD0ePHmX27Nlce+21Kbe1HwrSnUmTJgGwbt26C46jf756hbgQ3SSYHbE6PIE9vRiM6O8s59YpJPqoSDiEqeVIxazLmn/CQDGgCagGjgB7QN+mo7+ro7+po7+soz+voz2rob2ooa3S0N7R0DZr6B/o6Ad19JM6eoOOHtLTapFwcfH6c/IP4OMf/ziZmZn87Gc/S0nUbdiwgbVr13LrrbdSWFh4xvtfffXVnSpAxo8fz+jRowmFQhw8eLDb53/88cfRNI2f/vSnFBUVtW4fNmwYd9xxB36/n1WrVl3gvy69DS6FxTOSS7pv3wMeV3L76TX7Ojrdznt6GMf5sFqTyTuA93Z3v+8b65Mtw99+OJkY/OoTcNvV8PWH4PI5ySThohnw/d+dfxxpQz9zsqi/Jv+8y73k3ZLX5UV1Jv/Np69b8s88bKf2r7UkfAk8yzxnXfPvTPyb/QDYh525cvDkz08SrY5S/v+VoygKWkwDHfRI6nu6FtDkc70dm83GbbfdRnNzM5/+9Kc7tckeOnSI1atX9/jzWizJ35n9+/fj9/tbtz/33HP84x//OKfH+NCHPoTZbOa73/0ua9euTbktkUjw+9///qyPkTZr/glxyW3aBC2TcyxmEwlNQ9f11jVV8pq347eXEjN37vkX4nxJ5V96i4RCrWv+pUfdhUhHTkfyDH5lbbIiQUcHDVDAarZisViwmJMXk8nU/RpgCSDQcmnRZeJHAd2mgwOw0/qn4lCS19tvM8nvfrrrzXYrI7hcLj760Y/yox/9iGeeeYa77roLSFb9ATz00ENnfYzGxkZWr17N5s2b2b9/PwcOHGDfvn3AuS3QrigKf/rTn3j22WdTbtu2bRtw9gXaO+twcJ/GyZj23dYjByf/3HWGfOrp7eNHXOBzncNJ11AY7vkPmD81WQUYDCUHjPzbnan7TR8Hv/jzhcWRFvTUSbPtP1tMev88e118b/EZb/Ot8RENRCn7YttU8FhtDJPLlDIUpGltE8e/fxzVqVL0qaKUx4g3xFHtKqqjbf/G1xtxLXa1/nx1XafmTzX4Vvsw55hxL3J3GU9wV5Dqp6op/nQx9kHJBKE524wl10LDqw3k356PYlFINCfwrfbhHOvs8nH6it7+HPr2t7/NmjVr+MMf/sCbb77J7Nmz8Xg87N69m7Vr1/KNb3yjx9t+hw8fztSpU9m8eTPjx49n8eLFHD58mA0bNrBy5cpOnw9dGTp0KN/61rf4/Oc/z7x585g/fz7Dhw+nubmZNWvW0NDQwIc//OFuH0OSf0KctnMnDB0KhYWUlxQyevhg9h86RkFect0FlQRFvvUc9S5JabcQ4kLImn/pLRoO48hMfpnS+vnBszDOsEHD+PJ9XyYYDhIMtVzCQZqam2hoaqCxqRFfs4+mQBPhSBi13Ur0uq6DDmazuTVBeDpZ2G2SUAfCLZeUzZ0ThbpV75wQ7CpJaJXXSF+koqIq/f/D6IEHHuDHP/4xP/zhD7nrrrs4fvw4zz77LPPnz2fKlCnd3vf0mn/Nzc1UVFQwatQopk6dSlVVFUeOHDmnBdp1XeenP/3pGfc52wLtXWr3vJqenodzoTBs2J78+9hhUFaUrAbcdQAOHIWh5W37RqPw6lrIzoR53f+XndHqTck/x51hmjDAV38Ex6vgpZ8lv+pHoskfdcd1BpsDycnE/ZaW+gFgMVtaBxeoupr8nBjgb+uNbzZy6hencE5wYnaZCR8ME9geQM1QGfr4UKx5bYtXBnYE2PPxPVg8Fsb+dWxrAvDgFw5iLbGSOSkT9GRSL3wojOpUGfKtIZgyOida9bjOka8dwTHMQcGHU6f4Fny0gOPfOc6uO3aRMSYD/xY/sfoYFV+vuKQ/i3STl5fH+vXr+a//+i/++te/8sILL2C1WhkxYgRf/epX+fSnP93jz6mqKi+88AKPPPIIq1at4plnnmHmzJmsXr2av//97+eU/AP43Oc+x8iRI3n88cfZtGkTa9euJT8/nzlz5nSaANyV9Py0EOJSWb0abroJxWzmxqsW852f/o5wJIrdlnwDz4hW4w7uo9F5gacdhWghbb/pLRoJ42yZ7qXLyQDR0w7thXWvobi92F3Ji7ewtNu7xOIxQuEQgWCAYDhIIBTAH/Dja/ZR76unyd9Ek7+JuoY6UFIrOTRNw2QytSYJrRYrZrMZk3qWN6poy6XdsjldJglNekoyEAcodqXTNqygqPJ66i0Wzty61p8MGzaMa665hhdeeIF169bx0ksvEY/HefDBB7u9386dO/nUpz5FaWkp7777LmPGjGm9bc6cORw5cuSsz52VlYXP58Pv9+NwXOD6X11p9/pNaH37cO7gMWjyw6TRbdsCQbj3MaisheULk4k/gE/eDF/6Pjz03/D8j9oqA7/2U6iph0fvSbbwnlbbABn21HUAn38Vrr+87Uek68kpw397DQpy4folXce5eSc8/lv4+oMwoqUK0eOCojx45mV48MNgsYCvGf72enKISL/Voe3XZrGlJLpNuomE0p+zn2fnGOHAVmrDv9mPFtKw5FnIXZlL4UcKsRalTq1RnSpmlznZLtzu5Zp7Uy7N65tp+Feyp92Sn3yMgrsLsBXbunzeqt9VEdofYtRvR6GYUz8v827NQwtq1DxbQ8MrDdiH2Bn6xaFkTe/bXWs9Vfl3PgOscnJyePzxx3n88ce73a+iouKMj7ty5coz3vbNb36Tb37zmynbiouLu5w8P3XqVB577LGUbR/5yEf4yEc+0uVjL1++nOXLl3cb95n07U8LIXqbzwebN8PMmXjd2Vx/xSKeeeFVSovz27X/bsNvKyFu7tsl1KLvUpXkRaQvRVFaUxyS/BM9bufm5KU9ixWy3eDyJi/ulj+zPeD2YnElL9m5+dBN0k7TtGSSMBRorSgMBAP4mn00+Brw+X34mn001jei6VqnJKGqqClVhL3acnx6u7Qc94iBkvyDZHvvCy+8wC9/+UteffVVKioquP7667u9zxtvvEE8Hueuu+5KSfxFo1F27z7LwnEtJk2axBtvvMH69etZtGjRRfwL2iiKCi2THRVF6fPJv6OnYPHdMH08TBwJ9T5YuzWZ+Bs1BJ78etu+D90Fz6+CF9+E8dfB3Mmw5zC8vTl5///v3rZ9390G8z8MeR7Y/0pbAvDGB2BIWfK+ug6bP0hWE2Znwp+/D5ldfH2Px+ETX0m2FD/80dTbHr0HHvgvmHRDMobVG6GqDp76Tg//oPqSDm2/Vou1tfIPQNVUEurASf6Ne3Fcp22ZEzIZ+auR53R/xxAHE17tnC0u/1J5F3t3r/BjhRR+rOt1ShVF6fb2virbnG10CANG3/606MbAebsRvW77dhgyBPLymD5pDFt27ObYqSrycjwAmPQ4hb4NHM9ZbHCgIl3Jen/pT1VNrW1X0vYrekUsCnXVyUt3FBWyXO2ShJ62v7u8qC4vTpcXp9sLOflnfBhd14lEIwRCAULhUDJJGArQ7G+m3lePrzmZJPT5fUSiERRFSV5QkgeJCphN5k6Jwh5vOT5LNaFikdfnmZjT9zDgvC1evJiJEyfy29/+lkQiwXe/+11Mpu4rW08v0H56bT5Ivi6++MUv0tDQcE7Pe/fdd/PGG2/wwAMP8I9//IPS0rYK3qamJlatWsWNN954Xv8WVVVRTea0Sf4NHwQ3XA7rtsHWXWC1JLd95o5ksq99Ms5hh9d/DY/9GP70T/j9C8mhG//+SfjKp1Mr/LIzwetK3t5+Pb97b4VX1yWr9QBKC+HTt8Ejn0hOGu7Kd34FO/bChmdS1yEEuP9DyTbfnz4Nf3wp2aL846/A4pk98uPpmzok/8wdfigm3USMWG9GJPoxr9lrdAgDRt/+tOhGjOR3OyF6nK4n239vvBFVVVl5zRK+87PfE4nGsFmTXwQzo6fIDh6kKWOIwcGKdCQtv+lPNamtCQmp/BN9iq5BU0PycuwsgwQcztQqQpcXXMlkodLSbmx3e8Hd/XjNWCzWti5hu5bj0+sSNvmb8DX7UlqOFRQ0XUPTNcwmc3KASbtEYfv1C7t0sS3HHaoLsdF9YrIfGkiVfwAPPvggH/vYx8jMzOQTn/jEWfe/+uqryc7O5oUXXmDmzJmMHTuWTZs2kUgkmDZtGps2bTrrY9x11108//zz/O1vf2PUqFEsWLCA0tJSTp48yerVq5k3b955J/8AzGYLuq4BKok+vuZfSQE896Nz3z/TCd99JHnpzphhUPV25+0/fey8wgOS1X2P3tP1bYoCX/pU8jJgdGj7Namp1d2qJmexRc9xm91GhzBg9O1Pi27IuQZxSdXXw9atMHUqeTkerl26gOf+8UZK+29B02YCtiISJklDi/MjlX/pL6Xyb4AlDEQ/EgokL5XHut/PYm1NCnZMEuLyYnF7cbm8uHILoJukXSKRIBQJtSYJT7ccNzQ14GvypbYcaxqK2pYkhOS6QO2rCC0WS6eD0s5Pyrm3HNv1zu3F/bjleCBV/gHccccdPProo9x88824XK6z7l9WVsa//vUvHn30UbZs2cK+fftYvnw5jz/+ODfffPM5PaeiKDz77LM88cQT/Pa3v+XNN99E0zTKysq48847efjhhy/o32I2W9A1DUyg9fHKP5GGOgz8MJvMA2LirzCGx+wxOoQBI20+LUwdyo0l+Scuua1bYfBg8HqZPXU8W3bsprqugRxP8gujSY9R6NvICe8CgwMV6UYm/aY/VVVbhy1K5Z/o92JRqK1KXrqjdmg57pAkNLm9ZLqSl7O1HIcjYYLhYMoQE1+zr3XC8ek/27ccn76vrutYzVbMlmTbsdWcHGBy1pbjUMulof3mM7Qct0sGnqmasK+3HFuU/ln5d6YF2G02G5WVlV3edqaF22fOnMnrr7/eafubb77ZadtvfvMbfvOb33Tabjabeeihh3jooYe6jft8mMyW1qR4NNH1YAAhLliHtt+OLfKqLl9kRc+R5F/vSZvkn8WSuk5M1MBYxAChacn23+uuw2QyccuKpXzv508Ri8WxWJIvnazIcbJCR2h2DDI4WJFOnP3zeGtAUVRT64GiLmv+CZGkaeBrSF44S8txRmaXCULcyZZjh8uLw+U5r5bj00NM/H4/Dc3JlmNfk4+mQBOBhgCKoqAqyZZ9XdfRdA2LKbWS8Lxajn1tm87YctwxIdiHWo6tWM++k+iTzCZL6wCGYEQWyxc9rEPbb6fKP00q/0TP8Vpkzb/ekj7JP1vqWa2YrqeMuRfikqipgR07YOJECvNzuOqyOby46m3KitsqFgqaNhG0FpAw2Q0MVKQTt3SKpz3VpErbrxAXI+hPXk4d7X4/qy050fj02oTt/94y4djl8pxfy3FL27E/6G9NEDY2J9cmPOOUY1XtlCQ8p5Zjf8ulRbctx91VE16CluMMMnrssUTvMlusRMJBAILRs7cwC3FeOg78MJlp/9YllX+iJ8maf70nfZJ/1tSzk9L2K3rNpk0waBC43cyfOYlt7++hvsGHt6X916xFyG/azCnPXIMDFenCK3nitKeaTGiJ5Nz5hCpnwIW4ZKIRqK1MXrqjqpDlTk0SthtkYnJ5yXR5zqvl+HSiMBAKJBODTY00NDXQ1Jz8ezQWRVVUThf/arqGoitYzBbMlrYhJufVcpyy+Swtx6erCU+vS3ieLccORc5EpSubLYNgIDntJpawE4tbsZilL0r0kK6m/bZ7S5E1/0RPkrbf3pM+yT9Lap+cJP9Er0kk4K23YMUKLGYzt163jMd/8RTZ8XjywxBwhY/QHB6E315qcLAiHUjlX/pTVZVEPA5A2CR93EIYTtPAV5+8nKWYkIzMtsRghyRhW8uxl5xzbDkOhAKtiUJ/oKXl2Jdck9Dn9xEMBbtcl9BsMqdUEvZoy7FZ75wQdCiElBCDhw0mZo6RSeZZflCir3K586iuOtJ6PRB14TbXGBiR6Fe0ztN+25Npv6Inec3S9ttb0if5Z7OlLMQr57ZEr6qshJ07Ydw4SgrzWLZgJv9avZ7S9u2/vo0ErfloqqyhI7rnkcq/tNd+2m/YLK95IdLK6Zbjk+fQctxFgvD0OoXJlmMvrtzCc2o5DgQDyQEmoQCBUIDGpsbWwSWnh5iktBzryWrCji3HVrMVVVW7ryaM02XLcUNNA/cOuxeHWc5CpTOPt4hYtC1BE4xm486Q5J/oIV0M/FDalf5J5Z/oSVL513vSJ/lntaYk/4JnmOQlxCWzcWOy/Tcri8Vzp7Ft514afc24XVkAWLQQ+U1bqXTPNDhQ0dd55Zgr7ZmtFoKBZNuvJP+E6KeiEag5lbx0x2RKthyfIUlocnnJdCfbjsktOOPDtLYct6xJeLqisMnfRIOvgcbmZKKwoamBaCzaNsBE15PVfzqplYQWS8pC/ZqWTCzabXIGKt1luXJovwhbMCLr/oke1NWaf+1I5Z/oKTbFRoZJ1p/tLWmT/DObzSiq2rroctDogMTAE4sl23+XL8dqsXDbdcv4nyefJjMzA7MpeQbMHTpAk6OcoK3I4GBFX+aW4660l5ntpqG6Gkiu+RdTTVi0hMFRCSEMkUhAY13ycraWY2dW6nTjdklCxeXF4W5pOfacveX49HTj0xWFzYFmGnwNySrClgEmoXByIUFVUUnoCdxZbkMmC4uelZGRjaK0JWCCUZn4K3pQF9N+25PKP9FTPBap+utNaZP8UxQFu92OlkikZfLvS88/z3//859d3vaZRYt44vbbW6/XNDfzjZdf5m/vvceJxkY8GRlcOXYsX7/uOko9Z3+BBCIRvvfqq/xp82YO1tSgqirji4u5d+FC7p49u9P+P3nzTX7w2mscra9nSF4en1m4kPsWLer05fB7r77KI3/5C2u/+EVmDh58nj+BfuLECdi9G0aNYlBpEYvnTufNdZspKcxr3aXQt4FDuVejq7IOmOhMQdp++4Msj4d4rG0BiojJIsk/IcTZBZqTl3NtOW6fKHR7ITv5p8Xlxe3y4s4rgm6SeYlEImV4SYZDKiz6gwxnaqVfQCb+ip7UReWfhtZ6Xab9ip4iLb+9K22SfwBZLhehYBCzxUIISOg6pjQ5e1nrTy668pHZs3HabCm3LRwxovXvh2trmf/d73K8oYHJZWUsGD6c7ceP89t163h11y7e/eIXKfOeeVFMXdeZ/a1vsePECWYOHsztM2ZQ6fPx6q5dfOQ3v2HT4cP8qF2i8cm33+Yzf/wjY4uLuX36dN49dIj7n34aq9nMJ+fPb93vYE0N//HCCzxw2WUDN/F32rvvQlkZOJ1cPn8G7+3cS1Ozn+ys5MLZ1kSAvOb3qHZNMzhQ0Rdl2cAk35nSXpbbQzzWNnoqbLaSGQt3cw8hhDgP59ty3D5B2G6dQpPLS5Y3j6xu2o1F+nE6XejtkjHS9it6lB5Nrmvccpytqmr7LnNMmlT+iZ4hyb/elVbJP5fXS1NjIw6nE4AQpM2csrpAAIAf3XYbmfYzl/184ve/53hDA1+95hoeW7GidftXX3iB//fSS3z2z3/m2U996oz3T2gakXicd//931OSdNuPH2fOt7/NE2++yacWLGBcSQkAj734IgtHjGDVQw9hNpmIxuNM+8Y3+NEbb6Qk/+75v/8jPyuLr1933QX/DPqNaBTefhuuuAK7zcpt1y/jx7/5M05nBqaWBb89wb00O8oJWfPP8mBioJGqv/7BkZmZUh0t6/4JIQzRvuX4TIaPhS9+r/diEpeczZ6BqprRtASqapK2X9Hz9AgoyS+tZpM5Zaq4VP6JnlJklaWyelNavXI9ubnEom1tVgEDYzlftX4/doul28TfKZ+P13bvptTj4T+WL0+57T+uuYbh+fn8dds2qpuazvgYJlXlnUce6VSdN6G0lFunJSvR3t6/HwBfKMTxhgZumjy5dc06q9nMsjFjOFDTNjHsV++8w2u7d/PzO+/sVLU4YB05Ai0/x6GDSpk3fRJV1W1fvBWgqHE9ih43KEDRV0nyr3+wZ2SkrLcUNkmbvxCij/LkGh2B6GGKopCdndM68TcglX+ip7Vr/TWbzKnTfqXyT/SQ4Y7hRocwoKRV8s/t9aIl2tZUSqeJv7V+P3mZ3dcpHq6tBWB4fn6yvLodk6oye8gQEprGu4cOnfExFEUh9wzP42pJPFpaEn0WkwlFUfCFQin71fn9FGQnzyBW+nw8/Oyz3D17NsvGjOk2/gFn7Vpo+dldddkcMp0ZNAfaVqO0JprJbd5hVHSij/LIpN9+wZ7hTLkulX9CiD5Lkn/9UrY7j1gsmfzTdDPhmKznKHpQh+Sfrkvln+h5kvzrXWn1ys3Iykpps0qnoR91gQCBaJT7//hHPv/nP/O9V19l27FjKfu4M5If2vurq1PeYE9rCiffhA+1JAnP1+p9+wAYU5Qsr82wWplSVsaP33yTd/bvJxiN8uL27Ty9aRNXjh0LwP1PP43FZOLxm2++oOfs18JheOcdABx2G7ddt4yGxmY0rW0NFm9gN/ZoN604YsApyjI6AtET7BmpB1mS/BNC9FmevLPvI9KO21tILNqWoJF1/0SPajfx93RRyunjU5n2K3qCgiLJv16WVmv+OTMzUyaaNRsYy/mqDwSIJRL8+M03U7bfNGUKv/voR8mwWhlVWMiQ3FwO1tbyrVde4d+vvLJ1v1d27uTF7dsBaA6f/6LyP3/rLbYcPcqE0lJmDx3auv2J22/nqh/9iHnf+U7rtmH5+Xzt2mt5futW/rJlC8988pN4W9ZZ1DStU1XigHbwIBw+DBUVjBhSzszJY9myYzdFBcmz7Ao6hb53OZx7JSjyQSmgXJbl6RfsGRkpJ2kCFunnFkL0UVL51y95PAXE4m0JmkDUhZezDIgR4lxpbcebiqJgNpvRdA2TYkLV5FhQXLxiazFOk/PsO4oek1bJP4fTmXKw1ZhGbb/Hv/lN3BkZqIrC8YYGVu3ezWN//zt/2bIFu9nM/3384yiKws/vvJPlTzzBo88/z583b2ZCSQnHGhp4Y88e5g4dypr9+3FYz6/C5AerVvH5Z58ly27nN3ffnXLbrCFDeP8//oNnt2zhaH09IwsK+NDMmcQ1jc/88Y+smDCBW6ZN4+dvvcU3//lPDtfVUZidzeeXLuXhZct68keUvt5+G4qKUGw2rrl8Hh/sO0QgGMKZkezvtMd95Pg/oC5rvMGBCqOpCpRI8q9fsNqTr+/TJ0SabdJuJYToo3Jk0m9/lJnlQW239qwvmEeZd7eBEYl+RU8tNrGYLGiahkk1SeWf6BFS9df70ipt72hXfQbgA7Q0SQDmZ2djNZsxm0xU5ObyiXnzWPOFL+CwWPjDxo2cbGwE4PLRo3nnC19g+fjx7K+u5plNm2gKh3n+059m7rBhAHgzzu0gsz4Q4Iaf/pTP/vnPlLjdvPG5zzG5vLzTfiUeDw8uWcL3br6ZexYswGmz8fCzzxKIRPjpHXfw9MaN3PeHP/ChGTN49aGHuGPGDL7wl7/w9MaNPfbzSWvBIKxbB0CmM4NbV1xOfUNTSvtvrv99bLEGoyIUfURhJljl+1K/oKoqjkwniXhyqE+z1YHWbjFsIYToExQFisqMjkJcAhlOV0pHVK2/1MBoRL/Tru0XwGK2oOnJYxup/BM9YYRjhNEhDDhpVflnMpnI9niIRSLYHA4SJCf+pusSWoNzc1k8ciT/eP99th8/TrHbDcC0igpevP/+Tvv/tiXBNKa4+KyPvenwYW782c841tDArdOm8dM77sDjPLey2jf27OHJd97hp3fcQYnHw1f//ndumz6dr19/PZBMUG45epTvr1rFbdOnn9s/tr/buxeGDYPSUsaMGMLk8SN5f/cBCvNzgNPtv+s5krMMFPnAHKjKpOqvX3Hl5NLUUI/FakVXVAJWO1nR0NnvKIQQvSW3EGyyLEF/lJGRDe1qIOr8JcYFI/qfDpV/ZrMZXZM1/0TPGZ4hlX+9Le2yEAUlJYTbTadtNC6UHmE2ndubZyyR4M29e8m225lY2v2ZvXf272fR44/TEAzy+49+lKc/+clzTvyFolHu+b//Y/6wYdwzfz7BaJR91dXMHjIkZb/pFRXsqao6p8ccMN56C6JRFEXhuisWYjGbCYbaPjgdsXq8AWnHGMjKZS3ufiWvuIRou9d4k1Vaf4UQfUzJIKMjEJdIVrYXRVXQtAQAkbiT5rDH4KhEv9Gh8s9qtkrln+hRUvnX+9LulVtUWkq03cCLdFr3r6NQNMqGQ4cAGHuWar5fvv029YEAt06bht1iOeN+gUiEm3/xC0yKwuqHH+bOWbPOK6av/v3vHG9o4H8//GEURSESi6HrOuFYLGW/5nCYRLu2VgH4/bBhAwDZmU5uWn4ZtfWNKetU5jZvxxpvMipCYTCp/Otf8opLiUXbvhw3ybp/Qoi+prjC6AjEJWIymSkoHEwo2DYCUar/RI/ROqz5Z7G0LmkklX/iYjlVJyVWeb/qbWmX/PPm5aWsb5EOyb+DNTVsO3YsZVsgEuGe//s/KpuaWD5+PGVeLwCVPh/RljWkTntl504+/+c/k22389iKFSm31fr9BKPR1ut/2rSJUz4fn1m0iCldrO/Xnc1HjvD4qlV89ZprGFGQXBza43RS5HLxzKZNxBLJM4u+UIi/vfceMyoqzuvxB4QPPoBTyUlrk8aOYNzIoVTXtq31p6JR2Lge0uD3VvS8Mqn861eyvd6U6ec+m0wsE0L0MVL516+VDx5HKCTJP3EJdBz40X7NPz3tUgiijxnmGIaiyFrZvS2t1vwDcHm9Kb8oPgNjOVdH6+tZ/PjjTK+oYGJpKfWBAGsPHKCyqYlRhYU8edddrfv+dds2HnvxReYMGUJOZiY7T55k3cGDZNps/O2++1rXBQR49+BB5n/nO+RlZbH/618nw2pl2/HjAGw4fJj7//jHLuPJcTr5z2uvTdkWTyT4xO9/z/iSEh5eujTltkevvJIHnnmGSV/7GtMrKli9dy9VTU089fGP99BPqJ9ZvRpWrkQxm7np6sv41k9+RzgcwW63AZARq8Ed3Eujc6TBgYrelJsBGWcu2hVpKMvthXZDPhrtmcYFI4QQXSmW5F9/VlA4OKXDRIZ+iB7Toe03Zc0/TSr/xMWRSb/GSLvkX5bbjaIoaIkEqslEMxDXdcx9OHM8PD+fGyZNYt3Bg2w9ehSr2czw/Hw+s2gRDy1ZQqa9bSHmiaWlDMvL4829ewlEoxS7XHx64UL+/corKW+pDjwt227H63RS4nZjbqk+aWpZD/G13bt5bXfX68sNysnplPz7zr/+xY4TJ9jw6KOd1iG8f/FimsNhfvrWW/xx40bGFhXx49tvZ/FISV51qakJNm2CWbNwu7K44apFPP3Xf1FanN+auM5v3kbAVkLMLMmCgaJcWn77nSyPB13X0HUdRVHw2ZxopGFJvRCifzKZZNJvP5ebV5rSTdIQKCShmTCpCQOjEv1Ch8q/lDX/pPJPXCRZ788Yiq6nX//hH37yE0LBII6WIRZLVJWCPpz8EwOQosB110F+Ppqm8Yun/sqR46fIz21biDlgLeBYzhIDgxS96bqRcLWc5Op3fv3f/wk62BwOAFbsWycTf4UQfUNhGXz9f42OQlxCuq7ziycexG5zYrEmO0yWjf0luVknDI5MpL2CH4Hn/tarv/zrL9l9eDc5rhwClgAvj3nZwOBEuvv1iF8zIXOC0WEMOGmZti8sLU2Z+FuTfvlL0d/perL9N5FAVVVWLr8MTdOItFuf0RmtwhXcb2CQojfJpN/+qaC0nHAw0Hq90SbVvEKIPkLW++v3FEWhpGwkwWDbMDlZ90/0CK3DtF+LVQZ+iB5hUSzS9muQtEz+FZSWEm83fVaSf6JPamiArVsByPW6ufaKBVTXNqSszZLftBVzImhUhKKXmFUY7j37fiL9FA0anDKBvjZD+ruFEH1ESYXREYheUD5oDNFI23dJWfdP9Igu2n5PH8NI26+4GJMyJ+EwOYwOY0BKy1dubkFBytCPGkCTBKDoi7Ztg7o6AGZNHseQ8hLqGtrG1Jj0GAW+jQYFJ3rLUA/Y0m6FVXEuvB0+j6oz3MYFI4QQ7Q0ZZXQEohfk5ZenfA5J8k/0iA7JP7PZ3Fb5JwM/xEWYkz3H6BAGrLRM/uXk56OqKolEcjHbOOkx9VcMQJqWbP/VNEwmE7esuJxYNE60XeVqVuQE2aHDxsUoLrmxeUZHIC4VV05u+7XWqXdkEVfS8qNVCNGfqCoMG2N0FKIX5OSVoOt6a1VWIOIhHMswOCqR9jpM+7VZbDLwQ/QISf4ZJy1fuWaLhcLSUkKBtnWWpPVX9Fm1tfDeewDk53q5+vK5VNXUp+yS79uMKRHu6t6iHxiTb3QE4lLJ9uZgtduJx5LreeqKSp1DWn+FEAYrHwZ2SQANBFarHW9uMeFw23GRrPsnLlrHtl9L27RfBQVFk2Gb4vwVWAoY5hhmdBgDVlom/wAqRoxISf5VGxiLEGe1ZQs0NgIwb/okyooKUtp/zXqEgqZNBgUnLqVsG5RmGR2FuFRUVaVs+AgCzc2t26qdbuMCEkIIgJHjjY5A9KLyQWMJBdqGflQ3ybAXcZG01OSfzWJD19qKbWToh7gQUvVnrLRN/hWWlaWu+yeVf6IvSySS7b+6jtls4tbrlhIOR4nF4627ZIePkhk+ZmCQ4lIYkweKnBzt1waNHE20/QT6DBntLIQw2IgJRkcgelFx2QgSWtt3yuMNst6juEgd2n4tFkvK0EJZ909ciDkuSf4Zqdvk3yc/+UkUReGuu+464z6/+MUvUBSFlStX9nhw3ckrKEDXtNY3oRDgkwSg6MuqquD99wEoLsjjikWzqKquS9ml0LcRVYt0dW+RpsbkGh2BuNQKSstSrtc6XGhIxlcIYRBFheHjjI5C9KKc3NQ23+ZwDo1BWXNEXISOAz9MZtp/tZF1/8T5MitmZmbNNDqMAa3bV+1XvvIVrFYrf/jDHzhw4ECn2yORCF//+tcxmUx87Wtfu2RBdsXmcJBbWEg42Dba/pQk/0Rft3EjNCXbMhbOnkJBfg4NvrY2DbMWJr9pi1HRiR6mkKz8E/1bTmERqsnUNoTKZKbRnmlwVEKIAatsMGQ4jY5C9CK3pwCr1U6sZf1ZgGP1ow2MSKS9Dsk/k2pK6bqTtl9xviY6J+I0yWeTkbpN/pWXl/Pxj3+cRCLBN77xjU63/+IXv+DYsWN8+MMfZvTo3v+AqRg+nIDf33r9pCT/RF8Xj8NbbwFgtVi4/bplBAIh4vFE6y7u0CGc4ZNGRSh6UJkLsmxGRyEuNZPZTHHFEEL+duv+SeuvEMIo0vI74Kiqysgxs2j21bZuk+SfuCgd2n7NJnPKdVWTyj9xfuZmzzU6hAHvrK/aL3/5y9jtdn7/+99z+PDh1u2hUIhvfOMbWK1WHnvssUsY4pmVDh6Mrmmt16uBmCQARV938iTs2gVAWXEhS+bN6DT9t9C3AVWLGRGd6EFS9TdwVIweQ6i57WRUjQz9EEIYRYZ9DEjDRkwj3u67Y2OwgOaQ18CIRFrrMPDDZDKhKm2pA6n8E+dL1vsz3lmTfyUlJdxzzz3EYjG++c1vtm5/4oknqKys5FOf+hSDBiUnSm3YsIEVK1bg8XhwOBxMnjyZX/7yl50e0+/3881vfpPx48eTmZmJx+Nh3rx5bNp0ftNOC8vKQFHQWhKAGlB5Xo8ghEHefRdaqlYvmzedHE82vqa2xIFFC5LXvM2g4ERPGSvJvwGjaNBgUNvaYaoyPLLunxCi9ymKrPc3QBWVDMNishKPtyUAj0r1n7hQXa35146s+SfOR4GlgOGO4UaHMeCd06v20UcfxeFw8Otf/5rjx4/j9/v59re/jdPp5Mtf/jIAf/rTn5g7dy6rVq1i0aJFXH/99Rw/fpxPfvKTfOlLX2p9rGg0yqJFi3j00UcxmUzcdtttLFiwgD179rB79+7zCt5mt1NaUUGgua3V6oRU/ol0EIvB228DYLdZue26K2jyB1rXDANwB/fhiFQZFaG4SJlWGOoxOgrRW3KLikHXW09GRc0WmforhOh9ZUMhM9voKIQBLBYrw0dNo7mpbZjccUn+iQvVRduv0u6kprT9ivMxO3u20SEIzjH5V1hYyH333Uc0GuXb3/42//M//0NtbS0PPvggBQUFHDlyhI9+9KN4PB62bdvG888/zx//+Ec++OADysvL+eY3v8m+ffsAWLVqFZs3b2bhwoVs3bqVX/7yl/ztb3/j2LFjLF269Lz/ASPGjSMcCLReP6HraJIAFOng6FFoeV0MLi9mwczJVLZr/1WAIt96FD1uUIDiYkwpApN8LxowrHY7ecWlKZ9Hx7Kl9FMI0cumSFvVQDZ81Ezi8bahH3WBYgIRSQaLC9BF5Z9O2zG2tP2K8zEnWz6b+oJzPjT94he/SGZmJr/73e/48Y9/jMfj4Qtf+AIAP/7xjwkGg3z7299m5MiRrffJy8vj05/+NLqu88ILLwAQiyVL0S0WS8rEILvdTkFBwXn/A0oHD0YH9JaEXwSo7fYeQvQha9dCy8TqKxbNJjvLSZO/LXlgTfjJbd5uVHTiIswoNjoC0duGjZ9AoKltevfxLEn+CSF62ZR5RkcgDFRSNgJVNZFInD5xrMjgD3FhOiT/VDU1bWDSJPknzo1DdTAre5bRYQjOI/mXl5fH/fffj8/n4+TJkzzyyCO43W4A1qxZA8Drr7/O/fffn3J5/fXXAThw4AAAS5YsoaSkpLU9+OWXX25N3F0Id04OLq+XSLjtDeq4VP6JdBGJwDvvAOCw27j92mU0+vytrYMA3sAe7FFJaacTrwOGyRrbA86gUWNSPs+CVjv19iwDIxJCDChF5VBcbnQUwkBWq50hwybR3NTWSSLJP3FBzjbtV9b8E+doqWcpTpPT6DAE55H8A1or/axWKw888EDr9traZGLi97//PT/+8Y9TLq+++iqQnA4MkJmZybp167j11lt5++23ufrqqxk2bBhPPfXUBf0DFEVh9MSJ+BsbW7cdltZfkU4OHYKDBwEYPqSc2VPHU1nTtl6Lgk6R710UPXGmRxB9zLTi5JrrYmDJKynFkZlJtP3JqKxcAyMSQgwoU+caHYHoA0aNmU0sFmq9XtNcTigqB97iPGmd237br/knbb/iXF2fc73RIYgW55X883qTpSwWi4WMjIzW7VlZycqG3bt3o+t6l5df//rXrfuXlZXx9NNPc/DgQb785S9TXV3NnXfeyc9+9rML+kdUjBhB+1RfGJAxCSKtvPMOtCQMli+ZS4bdjj/Q9sXNFm8ix7/TqOjEeZpRYnQEwgiqqjJ66nSaGxtat8m6f0KIXiMtvwIoKRsJKGja6ZPGCscbRhkZkkhHZ1nzTwZ+iHMxxD6EiZkTjQ5DtDCffZezmzRpElu3bmXdunUpa/6dTXl5OV//+tdZsmQJl112Gf/7v//Lvffee97Pn1dUhM1uJxqJYLXZADik6xRJ6Y1IF6EQrFsHixfjzHBwy7VL+eUf/kqGw9a6xkaOfyfN9jIiFhkh25eVZScvYmAaMnY8W996s/W6z55Js9VBVjR05juloYpnVnPEH+52n4WFHt5cPoOmaJz/3XOcZw6e4pA/RDihUZHp4LYhhTw4dhCZlrN/FfnX8VqueGVzl7eNdWfy/k2pFU8/+eAoP9h5hKOBMEOyHHxmdDn3jS5LWWsY4Hs7DvPIxj2svWYmM/PdZ41DiD4rrwjKhxodhegD7A4nFUPGc+rEAbJdyerzY/WjGV7Q9XuoEF3q0PZrMqVW+knbrzgXUvXXt/TIq/buu+8G4Mtf/jIffPBBym3hcJinn3669fr27dvZu3dvyj4WiwUAs/nCcpEmk4kJ06fT1NCu2kLXiUnrr0gn+/YlJwADY4YPZtqE0VTXtv1OK+gUNb4LunamRxB9wJwyoyMQRiosH4TZYiEea5u2eKwfDv64e3gJnxld1uVlVp4LgNktybS11Q18ceNebCaVa8ryuKo0l5PBCP/f5v0sfGkjkcTZ39NqI8mf59LinE7Pd8fQopR9n9xznM+s24VVVbl9SCG6Dvev28Uv9xxP2e9gU5D/2LKfB8YMksSfSH9TpOVXtBk1dg7hcNsAuSrfYMKxjG7uIURHGuix1msmkyllXWMZ+CHOxqpYWZ6z3OgwRDs9Uvm3cOFCHnjgAf7nf/6HSZMmsXDhQioqKqirq2P16tXk5+dz2223AbBlyxY+8YlPMGvWLEaMGEEgEODll19GVVUefvjhC45h+LhxbFizBl3XURSFBMnBH4Ol+k+kkzVr4OabUaxWVixbwO79hwmGwmQ47ADY4w3kBHZRlznW4EBFV8wqzJSW3wHNbLEwfOJk9r23BU9+coL98ew8xtQdNTiynvWfU4Z1uT2h6Yx77h3y7FYenTgEgNGuTHavnMuw7LY1p3zRGNP/9i5b6pr4+9FqVg4u7Pb56sLJA5AHxpZzTXl+t/s+tvUACws9rLpqGmZVJZrQmPa3dfzog6N8clRbdv6ed3aSb7fy9ald/1uESCtTpeVXtCkrH42iKGiahqqq6KgcqJ7C2JK3jQ5NpBM9AkpLkY7JnJr8kzX/xFksci/CbXYbHYZop8fqdX/4wx/y29/+lqlTp7Ju3Tp+97vfsWXLFpYvX84f/vCH1v1mz57NTTfdxOHDh3nqqadYu3Ytl19+OWvWrOHmm2++4OfPLSzE4/USDgZbtx2Syj+RbgIBWL8egOxMJyuvWUJtfWPKh21O8w6sMZ9REYpuTCwAp9XoKITRhk+cRDzaVvlX68gmYLYZGFHv+fW+E+z2BfjyxCFkW5PnFwdlOVISfwAuq4VrypIVkXWRWKfH6ai2ZZ88e/cvMF80xvFAmJsqCjC3LJlgNaksK8nlQHNb6/Wv9h7ntZP1/HzuGJzn0HYsRJ/myYXB577sjuj/MpzZlJSNJOBvbN22r2oami5FEeI8tBv6IdN+xfm6IecGo0MQHZz3N169m4TaXXfdxV133dXt/UeOHMkzzzxzvk97VoqiMHHmTFb/4x84nMmDjCogqOtkSPWfSCe7dsHQoVBczITRw5k4eji79x+mID8HABWNIt96juRcDop88PYl0vIrAIoHD0ExmUkkEsk1chSFg54ixtccNjq0SyoUT/DYlv2UZNi4d/TZXwy7fcmWtOm5rrPuWxtOJlPPlvyzqCoK4IvGU7bXRaIUOJL3rQxGeHj9Hu4eXsyyUpnGLPqBqfNkxLzoZOz4+bzy0i/Iyk4ObAxGXZxsGEGpd4/BkYm0oacm/04P8lQURdp+RbdKrCVMz5pudBiig36VORgyejQ6bQlKHTgs1X8iHa1eDfE4iqJw/ZWLUE0mQuG2hXcdsVo8gb3dPIDobTkOGNP/lnYTF8BmdzB49Bj87ab+HnAX099X6/zprmOcCEb44oTB2Exdf71oisbZVtfEve/s5OXjtXx+XAVTcs8+Ied02+833jvIg+t28bWtB3j1RC1ah8/4DLOJKbnZ/HjXUd6paiAYT/Di0WqePljJlSXJRN/963ZhUVUenymVUqKfmH+l0RGIPmjIsEmYzVbi8bbq6r1VcjAuzkO7oR+KoqSs+yeVf6I71+de32nImjBev+p1yXa7KR08mLqqKrLcbgD26TqjdB1VfvlEOmluhg0bYM4c3K4sbrxqEU89/0/Kigta30jzmt/Dby8hZs4yOFgBsGQwqPI2I1qMmjqdA+9vb70etNqpzPRS7K83MKpLJ65p/GDnEXJsFj4+srTT7U8fOMXtb7b9PCoyHby0bApXl51bxvz0wI8n955I2T7ek8lflkxiuKutrfiJ2aO56pXNzHtxQ+u2YdkZfG3qMJ4/XMVfDlfxzOKJeG3JSkBNviOIdDZ8LJRUGB2F6INs9gzGT1rM9q2vkZObfF+u9A2hKeQl29E/P4tED2tX+QdgMVvQdA0VVSr/xBmZMLEiZ4XRYYgu9LuU/YTp0wm1W/cvAJw0LhwhLtzOnVBVBcCU8aMYM3wwNXWNrTerJCj0rQepbjWc06Izr9zoKERfMmjEKCxWW8rU3/2e/jsN5k+HKjkWCHPPqFIyzJ0PCEa4nHxmdBmfGFHC5cU5VIYi3PjaNv5r24FulxM57ZnFEwnefTmJjy3j1O2L+MeyKczIc7Gjwc+Vr2xOmRg8K9/N+zfO5QczR/G5cYP4+dwxbLt+NmZV4TPrdrGiPI9bhhTy893HGPzMW5h+9S+K/vAG391xqEd/JkL0ioUySVGc2bgJC0jE4+3eZxX2VU0zNCaRRjok/8wmM5qW/LyVyj9xJvNc88izSDtUX9TvXrWDhg3DZDYTj7et97NH6+/NVqJf0vVk+28igaqq3LR8CbquEYm0JROc0Wrcwf0GBikAFlYo2PpVHbW4WFa7nXGz5uCrrW3ddiIrh5C5f06E+f77R1AVuGdk12v9TcnN5ok5Y/jf+eN49appHLl1AbPyXPx/m/fzxAdnn4ScY7fiMJtQFYXCDBtXleWxZvkMJnqzONgc4rnDVSn7lzjtPDhuEN+bOYp7RpXhtJh5eP0eArEEP50zhqcPnOK+tR/woaFFvHrlNO4YWsQXNuzl6QOneuTnIUSvyMyWKb+iWzl5JZSUj6S5ua3S72DNZGLx/vlZJHqYFkm5ajFbWhPJUvknzuT6nOuNDkGcQb9L/tkcDsZPnYqvrq51WxXQKNVRIh01NsLmzQB43dlct2wR1bX1KZUyec1bMScCBgUoLKrO4gqjoxB90ZjpM0kkEm3r0CoqB91FBkfV896ra2JTbROLCr1UZDnO6T75Dhu/nD8WgJ/sOnZBz2s1qXxoaPLn+V59c7f7vnGyjif3nuDbM0ZQ4rTz1a37uW1IEV+fNpzLS3L43sxRLCry8P2dRy4oFiEMMWcpWCSJI7o3dcZVhENt75GxhJ0DNZMNjEikjTO0/YJU/omuFVgKmOuaa3QY4gz65at2/PTpKQdcAHsk+SfS1XvvQUv10IzJYxg2uIza+sbWm016nELfRoOCE7NLFbJtRkch+qLcomLyS8oINDW1btvvKaa/fRo9c6gSgDuGnl9ic2hWBmZF4bA/dMHPbT6HhTZD8QT3vPMB8ws93DOylGA8wT5fkNn5qVOGp+e62OOTEykiPeiKAguvNjoMkQbKK8bicGQRibS91+4+NRtN65eHgaIndUz+WSytbb8mXSr/RGcfKfwIJkV+N/qqfvmun1NQQNngwTQ3NrZuO6zrRCQBKNLR6fZfTcNkMrHymsuJxxNEo23T2zIjJ8kOynpVvU1BZ+lQo6MQfZWiKExZuJhgc1vyL2B1UOX0GBhVz/vTwUpUBVaUn9/6Lrt9AeK6Tnmm/YKfe/Wp5ETlcZ7MM+7z1S37OR4I87/zxqIoCpGEhg6EE6lLgjTHEiTke4JIE8qoiVDQf9cRFT3HbLYwdcZVNDVWt24LRl0crR9rYFQiLeipbb9Ws7Wt8k+Sx6KDQkshN+TcYHQYohv99lU7df58wqG2M1wJ4IB8qRfpqq4Otm0DID/HwzVL51HVof23oGkzpsSFV9CI8ze5UCHfefb9xMA1eOw4zBYL8Xhbsn6/p9jAiHrW7kY/B5pDTPJmk+/ougT2ezsO42t3sgKgLhzlU29/AMBHhqcmMGrDUYLxRMq25w9Xpbzf6brOEx8c4W9HqylwWLl+UH6Xz7251sfj7x/hq5OHMqJlIrDHZqEow8YzByuJtVQw+KIx/na0mhm5ri4fR4g+RwZ9iPMwZvw8VJMp5bNo18nZBkYk0kIXbb+61rLmn1T+iQ4+XvRxLKrF6DBEN/rtEvVlQ4aQlZ1NOBjEnpEBwF5dZ6SuY1LO3iYkRJ+zZQsMHgweD3OmTmTrjj1U1zWQ63UDYNKjFDRt4qRnvrFxDiDLpOpPnIXN7mDM9Fns3LCOnMJkW+zxrDyCZisZ8ehZ7t33ra/xATCvwH3GfX70wRG+umU/Cws9lDjtVIYivFXZgC8aZ0V5Hg+Pr2jd993qRua/uIE8h5X9N89vnRx842vbGJLlYG6BB13X2VzXxK7GANkWM3++bBKZls5fZ+KaxifW7GS8JzPlOQAenTCYB97dzaTn1zI9z8XqUw1UhSI8tXD8Rf9MhLjkXB6YJIkbce4ynNlMmLyE97asIjcvOZipIVhEpW8whS7pHBFnoHWY9ms2S+Wf6FKxpZgVOSuMDkOcRb991ZpMJqYtWJDS+hsEDkn1n0hXmpZs/9V1zGYTt6xYSjQaIxZrm2ydHT5GVujskzPFxRvuhcH9q3tTXCJjZ8wiEYu3Vq5pqsrunHKDo+oZG1qSf+O9WWfc57szRjK3wM32Bj+/2XeCNZUNTPJm8ZsF4/jb5ZOxqG1fRbItZrw2CyUZNsztTtTdO6oMBXjm4Cn+dKiSSELj06PKeO+GOcwv7PqF+J0dh9nR4OfJ+eMwq6lfd+4fU85/TR1OUyzBHw+cwmMz8/elU1hcnHMRPw0hesn8q8Dcb8/fi0tk4pQlaJrWumYbwK6TcwyMSPR5XbX9ypp/ogufLP4kFkWq/vo6Rdf7bzYsFAzyy29/G5fXi9mS/GV0AteoqlT/ifQ1axZMmADAa29v5B+vvUNpcVvLW1y1czBvOZoqUygupfunw/gCo6MQ6UDXdf7vu/9NOBTEmZUNgElLcN3etdgTsbPcWwgh2ug2B8q3fgeZZ064C3Em//jbTzh04D083rYBTZeP+RX52Rc2dV30c/nfB+9DrVd//cKvef/A++S6cwlagvxjzD+Mi030GaXWUp4b+5wM+kgD/bbyD8CRkcGEGTNorK9v3RZAqv9Emtu4EXzJapsFsyZTVJBDQ2PbQAGzFqagabNR0Q0I5S6dcV0vMSZEJ4qiMHXx5QQafa3bEqqJPTmlBkYlhEhHyuIVkvgTF2zKjKuIRsMpa6huPXIFcmgkutRhzT+rxdr6u2PSJNEjku4pukcSf2miXyf/ACbPno2uaSQSbYuH79R1megn0lciAW+9BbqOxWzmtuuuIBgKE2+3QL4rdBhn+ISBQfZvN49RkOJhcT6Gj5+IIzOTSLtBVHu9ZURVad0TQpwb3WqHK240OgyRxgoKKygpG0lzU13rtrpACUfqxhkYleizpO1XnMUg2yCu9F5pdBjiHPX75F+2x8PEGTNoqK1t3SbVfyLtnToFu3YBUFqUz5L5M6isrkvZpdC3AVVL/4ECfc3EAp0RsiyYOE8Wm41Zy67CV9f2WRQzmdnrLenmXkII0UZZtByy3EaHIdKYoijMmX8joVBzSvXftqOXE9fkZJToQOs87VcGfoj2PlX0Kan6SyMD4lU7Ze5cqf4T/c/69eD3A3DZ3Onk5XhobGpuvdmihchv2mpUdP2Sis7KMVLyJy7MqGnTsdkdRMNtX6b35JQRVwbER7EQ4iLoFitcsdLoMEQ/UFI2kqHDp9DYUNm6LRh1sefUTAOjEn1SF22/pyv/VFSQQ+kBbah9KEs9S40OQ5yHAXHEIdV/ol+KxZLtv4DNauG265bi94eIJ9q3/x4gI1J5pkcQ52lRBeQ7jY5CpCub3cH0y6/AV1vTui1itrLfI9V/QojuKQuuApeMmBcXT1EU5i26hVgsSiIRb92+8+R8QlH5kiPa6dD2a7PYWiv/QFp/B7p7iu5BlRPYaWXA/G+1Vv/F2z7k3td14pIAFOns+HHYsweAirJiFs6eQlV124AbBSj0rUfR4md4AHGuHCaNa0ZI1Z+4OGNnzMRstRGLtrXk78otJyFfnoQQZ6CbLXDVLUaHIfoRb04Rk6Yupb7+VOu2eMLGjuOLjAtK9D1dDfzQ2o6dpfV34BpuH84S9xKjwxDnacC8YrM9HibOnElDXdu6aEFglyT/RLp7910IBgFYtmAm7uxMmpoDrTdbEwHymt8zKrp+Y8VIFafV6ChEunM4M5m66DIaa9qq/0IWGwfdhQZGJYToy5T5V4BbFpsVPWvG7Gswq2ai0bYEz4HqKTQG8wyMSvQpHZJ/ZrMZpd3EO6n8G7g+U/KZlN8FkR4GTPIPuq7++0DXCUgCUKSzSATefhsAu93Gbddfga/JT0JrK8v3BPfgiNac6RHEWeTYEyyqMDoK0V+Mnz0P1aQSj8Vat72fN1jW/hNCdKKbzHDVrUaHIfqhDGc2cxaupKG+bXkYHZWtR2UNL9FCS237NZtSk39S+TcwXea6jPmu+UaHIS7AgHrFZrvdTJo1i/p2a/8lgPck+SfS3eHDcOAAAMMqSpkzfSJV7ab/KkBh43oUPdH1/UW3bhlnwjSg3i3FpeTMzmby/IWdqv8+yB1kYFRCiL5IuWwFeKUSS1wa4yYuJDvbSzDY1LrtVONwTjUONTAq0Wd0qPwzqamVflL5N/BkkMEj5Y8YHYa4QAPucHb6ggVYzGaikbYzGYd1nRpJAIp0t3YttEwRvfqyOWQ6HfgDwdabbYkmcpt3GBVd2hrmTjBJOjJFD5s4byGgp1Si78otJ2CxGReUEKJP0TKzYcWdRoch+jGLxcrCJR+i2VeL3u5YaMuRpWi6tPQNeB2TfyZJ/g10D5U+RJ5FTkilqwGX/MvIzGTeFVekTP4F2KxpKR96QqSdUCiZAAQyHHZuWbGU+sYmtHbtv97ALmyx+jM9guhAQefW8fLFRvS8LLeHSfMXUV9d1botoZrYViDVFkKIJPWmj0GGTF8Vl9aQ4ZMpKh1Ok6/t2MgXKuBg9STjghJ9g9657bc9afsdWMZYxnBj3o1GhyEuwoB8xY6ZPBlvbi7+prYS93rgkCT/RLrbvx+OHAFg1LAKZk4aR1VN++m/OkWN74K0/56TywfrlLuMjkL0V9OXLMVqtREJh1q3HXEVUuOQXzohBrp46WCYu8zoMMQAoKoqi5Z8iHDYn3LCePvxy4jFZdLZgNZx4EfHNf/0AZlKGJBMuomvDf+aDPlIcwPyFWu2WFi8YgWBpqaUar9tuk5MEoAi3a1ZA9EoiqKw/PJ52GxWAsG2D297vJEc/y4DA0wPObYo140akG+Ropc4nJnMW3E9vpoOlehFw5FPIiEGLh0wf/jfQJXPINE7CouHMGrMbBrqT7VuC8cy2XJUEtADWsfKP7MZhXbTfjXpjhkoPpL/ESrsFUaHIS7SgP1WUTZkCENGj05p/w2TTAAKkdaCQVi3DoCszAxuueZy6hsaUxLduf73scYaDQqw71N0jXumWbDIdxpxiY2ZNgNvQQF+X2PrtnpHNodcstCkEAOVNmMRDB1jdBhigJmz4CZ0TSMeb5tEf6B6KsfrRxgYlTCU1nnNP73d6Ump/BsYStQSPln6SaPDED1gwL5iFUVh/hVXkIjFUhZc36frVEkCUKS7PXvg+HEAxo0aysSxIzu0/2oU+daDrp3pEQa0hWVRKjxS1i4uPZPZzOIbbyHQ5EtJ0L9XMJSYKtlnIQYazWLFdIscZIne53LnMW3WcurrTqRsX3/wWkJRWXtyQJJpvwOeoit8fdjXsSgWo0MRPWDAJv8AvHl5TJ03j/rq6pTt6zWNuCQARbpbswZiMRRF4forF2I2mQiF28r3HbE6vIE9BgbYN3nMIW6eYDc6DDGAlA4bztBxE2lo91kUstj4ILfcwKiEEIZY8SFw5xgdhRigps64kqzsHPzNDa3bInEnGw6uMDAqYZiuBn60O0SWtt/+7zr3dUzInGB0GKKHDOjkH8D0BQtwZmcT8Ptbt/mB7ZL8E+muuRk2bADAlZXJyuWXUVPbkNr+27wdS7zZqAj7Hl3j0zNtmAf8O6PoTYqiMP+a60jEUyvRd+WU02TNMDAyIURvinvzUZfJJEVhHJs9g6uu/TSBQGNK+++JxpHsr5piYGTCEF0M/GhP2n77Nw8ePlfxOaPDED1owL9ibQ4Hy268EX9jY8qEq926Tq0kAEW627kTKisBmDRuJGNHDaW6tu1srkqCIt+7IL/rAFxWHmWQZ8C/LQoDePILmLp4CfVVVa3bNNXEuyWjkeZ8IQYG810PgFlaq4SxikuGMWvu9dTVHk/ZvvnIFTSHvAZFJQyhdZH8a7cqjlT+9W9fGfwVnCZp+e9P5CgXKB86lPHTp1PXof33XU0jIUkRke5Wr4Z4HEVRuOnqxSgKhCPR1pszojW4g/sMDLBv8FpCrBwv7b7COFMXLcFqtxEJhVq31Wa42J0j7b9C9Hex2Uth3DSjwxACgOmzr6GgsAJfY9uxUUKzsvbADWi6rIk8cMRSCgRk4MfAsSBjAQs9C40OQ/QwecW2mLtsGXa7nVAg0LqtCXhfkn8i3fl8sHkzAB5XNtdfuahT+29+8zbMcf+ZHqHfU1rafU3yjigM5HBmsuC6m2iorkp5fW7PH4zPJu2/QvRXkSwPljs/Y3QYQrQymy1ccc2niMUiRKNt1V91/lJ2nphvYGSi17Vr/TWpppTvJ5L8659ytVy+NvxrRochLgF5xbZwZGSw7MYb8dXXp7T/fqDrVEsCUKS77duhpgaA6RPHMHxwGbX1ja03q3qcIt8Gg4Iz3rKKKOVueTsUxhs9dTqDx4xLGf6hqSbWlYxBQ6othOhvNMD8qX8Hm1Sei74lJ7eYRZffSX3diZSEz/vHF1LnLzYwMtGr2iX/ZOBH/2dKmPifUf9DpinT6FDEJSBHu+1UjBjBmClTaGhJkkDy/e0dTSMsCUCRznQ92f6raaiqysprlhBPJIhE2xZzdkYrcQUPGBikMQbZm7hhnBx0ib5BVVWW3HwbChAJt7X/1juy2SXTf4Xod8Jzr8Q0aqLRYQjRpXETFzJ46CTq60+2btNRWbv/RuIJWZ9yQGg38ddsMqckgk26JP/6mwe9DzIyc6TRYYhLRJJ/7SiKwoIrr8RssRAOBlu3h4D1miy5LtJcfT1s3QpAXo6Ha5cuoLqmPrX9t2kL5kTwTI/Q79gTzTw4PxNFCqpEH5Lt8bJ45a00VFWnvD535A2mwSYLLwvRXwRduWTceZ/RYQhxRqqqcvmVH8WkmgmH2pZGag7nsOXoUgMjE72m3dAPVVVRFKX1u4mqSSqhP5kbn8uHhn7I6DDEJSSv2A4yMjNZduONNNbXk0gkWrefAHZLAlCku61bk0lAYPbU8VSUF1PX4Gu92aTHKPBtNCq6XqUkotw3Q8Fpk7dB0feMnjqdoePGd5j+q/KutP8K0S8kFAXb/f8BFqvRoQjRraxsL8uu/gSNjVUpSyPtr5rOiYbhBkYmekW7tl9FUbCYLWh68vdAKv/6j6JQEd+d+l2jwxCXmBz1dmHo6NFMnTuXunYHXQDbdJ06af8V6UzTWtt/TSYTt664nGg0RjTW1v6bFTlBVuiIgUH2Al3nmvJGRhbJehaib1IUhctW3opJVYmE2qpxGxxZ7MwbZGBkQoieEF16E6bBI4wOQ4hzMnTEFMZNXEhd7fGU7ev230BTKMegqESvaNf2CySTfy1JYKn86x/sUTs/Gf8TrCY5GdXfySv2DOYsXUp+cTGNdXWt2zTgbU0jKglAkc5qapIDQICCvByuXjKXqpqGlF0KmjZhSoS7une/MNp+imsm5xsdhhDdynJ7uOzm22ioqUldbD2vghqHy8DIhBAXI5hXgmPlR40OQ4hzpigKCxbfhjPTjd/f2Lo9mnDw5u47CMccxgUnLi099XjAbDJL5V8/omgK/6/k/1GeLetKDwSS/DsDi8XCVbfcgpZIEAm1LboeQNb/E/3A5s3Q2AjAvBmTKC3Mo75d+69Zi1DQtNmg4C4td6Ka+y8rNDoMIc7JyMlTGT5hEvWVla3bdEXl7bJxhMxyhlaIdBM1mbE/+J+gykGzSC92h5OrVtxLwN9APN7WMeKPeFmz9zYSMvm1f+qY/DOb0bWWNf90SSWku1utt7KkbInRYYheIq/Ybnhyclh244001NaitVv/7xjwgSQARTpLJOCtt0DXsZjN3HrdMkLhKPF4vHWX7PARMsPHu3mQ9GOONfHIZS7MJnnrE+lBURQW33gLZouZcLBtsfWQxcbbpWNl/T8h0ogOxO98ALWw1OhQhLggJWUjmLfwZmprjqas/1fTXM76A9caGJm4ZDq0/VrN1rbKP0n4prVxkXE8PP5ho8MQvUiOgM9i+LhxTJo1i7rq6pTt23SdY9L+K9JZZSXs3AlASWEeyxbMpLK6PmWXAt9GVC1qRHQ9LxHlU1N1crJsRkcixHnJdLlYetudNNbUpAyiqnF62Fow1MDIhBDno37KAjLmLzM6DCEuytSZVzNu4iJqq4+kLElxuG4C248tNDAycUloqZV/Fku7Nf+k8i9teUIenpj6BIoiJ5EHEnnFnoWiKMy74gq8eXn46lMTI+s0jQZJAIp0tmEDNDcDsGjuVPJzPTT4mltvtmgh8pu2GBVdj7qytIEJ5bJOmkhPw8ZPZMbly6g9cSLlYGtPbjmHs2X9SiH6ulp3Pt5PPWJ0GEJcNFVVWbz0w5QNGkN93YmU294/sYhDNRMMikxcEh3afqXyL/2ZY2b+Z/T/kGXNMjoU0csk+XcOrDYby2+7DS2RIBRoa7uKA6s1jZAkAEW6iseT7b+A1WLh9uuvIBAIEm9XXeQOHSQjcsqoCHvEeOthbphaYHQYQlyU2VdeQ9mIEdR3mES/vmQ0jTanQVEJIc4mYLaR9ci3UExmo0MRokdYLFauuu4+srJz8DWmdketP3gtVU0ylb7f6GLar6z5l76UhMKX8r7EGO8Yo0MRBpBX7Dny5uVx7Z130tTYSCza1gYZBN7SNBKSABTp6sQJ2L0bgPKSQhbPnU5VdV3KLoW+DaharKt793nFkT18ekmZ0WEIcdFMZjNX3nE3NocDv69tQE9CNbGmbDxRGSAgRJ8TQyH2qS9hyy8yOhQhelRGRhbXrfwcKAoBf9tnkqabWLPnVppCOQZGJ3pMFwM/ZNpvmtLgbvVurhtyndGRCINI8u88lA0ZwuXXXUddVVXKAJA6YL0k/0Q6e/ddaKlqvXz+DDyubJqa/a03WxMB8prfMyq6C5bl28XDV5VjMsmXE9E/ZLpcrPjoJwg1NxGLtJ2Nb7ZlsK5kDPJJJETfUnvl7bgnzzQ6DCEuCY+3gOtWfpZg0EckEmrdHk04eHP3HYRjDgOjEz2iw5p/Vou1bc0/TVIJ6WRJ4xLun3K/0WEIA8kr9jyNmzaNKfPmUXPqVOoit7rODpkALNJVNApr1gBgt1m5/YYr8DUHUoYLuIN7cUSrz/QIfY7Nt5cvLCvAmSFfPEX/UjRoMJetvI26ylMp0xZPZOexM1darYToK44On0zRyruMDkOIS6q4ZBhXXvMpGupOEo+3dYn4I17W7L2NhKwLl946Tvu1WKXyLw1NODmB/5z/nzLgY4CT5N95UhSF+cuWUTFiRKcJwDt0nX2SABTp6uhR2L8fgCHlJcybPomqmrYhNwpQ1LgeRY8bFOC5szQd4uHFbgryvEaHIsQlMW7WHMbNmkvdydTF1rfnD+GwS9a3FMJoJ92FlHzu/xkdhhC9YuSYmcxbdCu1NUdTTkrVNJez/sC1BkYmLloXAz9OF8BI5V96GHZqGD9Y9AMcNimIGOjkFXsBTGYzV958My63u9ME4I26zhFJAIp0tXYthJJtG1ddNocsp5PmQLD1ZmuimdzmHUZFd05Mzcd5YI6V8mKZgCr6L0VRWHT9TeQWl9BYW9P+Bt4tHk2l02NccEIMcJW2LNxf+h4mi8XoUIToNdNmXc24iYuorT6a2h1VN4HNh5cZGJm4KB2Tf+3afqXyr+8rPVXKT+b+BFemy+hQRB8gyb8L5MjI4No77wRdJ9DcnHLbOl3nlKwBKNJROAzvvAOAw27jtuuX0dDYnHIW1xvYjT1ad6ZHMJQaqOJTU+KMqCgxOhQhLjmr3c7yuz8OQNDf9jmkqSprysbTIBOAheh1NSY71i98kwyvDDsQA4uqqixe+mHKBo2mvi61Kn1P5Ww2H77CoMjERemm7Vem/fZtRaeK+NnMn5Hjls8jkSSv2Ivgyc3l+rvvJhwMEgq2VUdpJCcAV0sCUKSjgwfh8GEAhg8uY9aUcR3af3WKfO+i6IkzPIAxlFAdd41uZuLICqNDEaLXuHPzuPZjnyLg8xEJty22HjOZeXPQJAIWm4HRCTGwNCgWgp/4It6KoUaHIoQhLBYrV113H1nZOfgaU5dH2lM5i02HrjIoMnHBOgz8sJgtrUUBCoq0/vZR+SfzeWLyExTlyqR50UZerRepqKyMaz/0IZobG4mE294cE8CbmkatJABFOnr7bYhEUBSF5UvmYrfbCATbEgu2uI8c/04DA0ylhBtYWV7N7AnDjA5FiF5XOnQYV935ERqqqonHoq3bQxYbrw+aRNgkrYdCXGp+xcSpm+5h0PTZRocihKEyMrK4buXnMJktNPlqUm7bWzWDDYeuRg6P0kiHyj+bxdZa+QdS/dcX5Z7M5Qfjf0BFcYXRoYg+Rl6tPWDQ8OFcfcstNNbWEou2HXjFgTc0jQb5hBPpJhiEdesAyHRmcOuKy6mr96W0/+b4d2KLNRgVYSslUMW1BUdYMmOU0aGIAUxRFBRFYerUqSlTsju6//77URSF3/zmNz36/CMmTWHRDSupPXky5fmbbU7eGDSJqCrr8ghxqYRQOXTFHYy+4hqjQxGiT/B4C7j5jkcxmSydKgD3V01n46HlkgBMFx3W/LNYLNDu/84k05z7lJyTOXx31HcZOWik0aGIPkiSfz1kxPjxLL3hBuqqq4nF2sbcx4DXNI06+YQT6WbvXjh2DIAxI4YwdcIoqju0/xb61oNu3IAbtekoV+Uc5Kp5E2V0vegTtmzZwve+9z1DnnvygkVMW3w5NcePpSTqGxxZvFU+gbgiH/lC9LQoCrvnrWDcTXfI55AQ7Xi8hay841EsZmvnBGD1NNYfvBZNl9dMn9ch+Wc2mVPe66Tyr+84nfgbP2y80aGIPkperT1o3LRpXHbNNdRVVhJvlwCMkkwAVkkCUKSbNWsgGkVRFK69YiEWi4VgqO1LgCNWjzew25DQTPV7WZx9gBWXzZQDLtEn2Gw2cnNzeeyxx9i/f3+vP7+iKMy95jrGzphNzYnjKdMWq50e3ikbR0JeK0L0mDiwY9JiJt71KfkcEqILHm8BKz/0JaxWO40NVSm3HayZzNt7byYhlWN9W4e2347JP5n42zcUHSriuyO/y4RhE4wORfRhkvzrYRNnzWLBVVdRW1lJPB5v3R4nuQbgSUkAinTi98OGDQBkZzq5afll1NY3piQVcpu3Y4039WpYpur3uLKwipVXL0RV5W1M9A1ms5mvfvWrhEIh7rnnHkNiMJlMLLn5NoaOm0DtyRMpr9UTWbmsKRsvFYBC9IAEsG3EDCbd+zn5HBKiG25PPivveBSbPYPGhsqU2443jObN3XcQS1gNik6cVYfKP1OHZURk4IexFE2hYmcF35jwDSYMl8Sf6J68WnuYoihMnTePecuWUXvqVEoLcILkFOCjkgAU6eSDD+DkSQAmjR3B+FHDqK5ta/9V0ShsfLfX2n/NJ9dx86gYK5bOkwMu0efcd999zJkzhzfeeIMnn3zyvO5bU1PDI488wpgxY3A4HGRlZTFjxgx+9KMfdbuOYEdmi4Ur77iL4sFDqas8lXLbyaxc3hw0kZisASjEBYuj8O6QqUx88MuYzGajwxGiz3O587j5jkexO7JoqE/9XKpqGsJrH9xFOJZhUHSiWx2m/ZpMqd8fpPLPOOa4mRGbR/CVGV+RxJ84J3LkfAkoisL0hQu5bMUK6ioriUbayqU14B1N44Bm3DppQpy3t96CeBxFUbjxqsUoiko43PZ7nRGrxRPcd2lj0DWsR1/n7hnZLJ4zTVqsRJ+kqipPPvkkNpuNhx9+mMrKyrPfCdi5cycTJ07kO9/5DiaTiQ996ENcc801HDx4kAceeIBrr732vBKAVrudFR/9BDmFRdSdSj3QqnZ6eH3QJKKqJC2EOF9RVN4cNJGpD30Ji81mdDhCpI1sVy63fOhLuNz51NWkLk1RHyhh1c6PEohkGxih6NJZ2n6l8s8Y9rCd8RvH8+XLv8ykkZOMDkekCXm1XiKKojBp9myuWLmShpoaIuG2syY6sF7X2SMJQJEumppg0yYA3K4sbrxqEdV1DSlf3PKat2GJ+y/N8+sJHIdf4d7LK5gxaeyleQ4hesioUaP4yle+QmNjI/fff/9Z908kEqxcuZJTp07xjW98gx07dvDLX/6SP/7xjxw4cIAZM2bwj3/8gx/+8IfnFYc9w8kN93yG3OJiak+eTHm91mW4WFUxmbDJct7/PiEGqpBi4pWSscx64FHsGU6jwxEi7WRmebjp9i9SUDSY2uqjKZ9LTeFcXt35MeoDhQZGKDrpauAHsuafkTJ9mczYPoPHbn6MsUPluEicO0n+XWJjp0xh+e2301hXRzgUSrlts66zRdPQpA1YpIMdO6A6Oa1t6oTRjB5WQU1dY+vNqp5ITv/tYUoiTNahF3ngugmMHTGkxx9fiEvhi1/8IhMnTuQvf/kLzz//fLf7vvzyy+zevZvp06fz7//+7ym3uVyu1qTfz3/+8/OOIyMzkxvuuY+iQRWdEoCNjixWDZ5C0CxrLQlxNn7FzL/KJ7Los18i0+UyOhwh0pbDkcn1t3yeiiETqKk6nDKdPhh18er7H+NgzUQDIxQpukj+6UrbdwmZ9tu7PFUelh5Zyn/c8R+U5pcaHY5IM/Jq7QUjxo3j+rvuwu/zEfSnVkbt1nXWaBoxSQCKvk7XYfVqSCRQVZUbr74MTdOIRKOtuzijVbiCPTfl1ByqIefwc3zu1jkMKS/psccV4lIzm8386le/wmw2c//99+Pz+c647zvvvAPA9ddf32U7+6xZs3A6nezduxe///yra+0ZTq77xL2UDx/ZaQpwk83Jq4On4rfYz/txhRgofKqFN4bPYOlDj5Ll9hgdjhBpz2q1s/yG+xk1dg7VVYfRtLZlLRK6hXcPXM+GQ1fLJOC+oEPbr8lkSq38k/+jXlNwsICbAjfx+ds/jydbPovE+ZPkXy8ZPGIEN370o4SDQfxNqZNRTwCvahoBSQCKvq6hAbZsASDX6+a6KxZSVZPa/pvftBVzInjRT2Wt/4Diypf57Ievprgg76IfT4jeNmXKFD7/+c9z8uRJvvCFL5xxv9raWgDKysrOuE9hYbINqqnpwiZrW+12rvnIxxk6bgLVx4+lVFoErA5eHTwFn1UWWxeio1rVyttjF7Ds3x4mIyvL6HCE6DfMZgtLr/4EU6ZfQXXVEaLR1Aqz/VXTWfXBR2QdQKN1HPihmlK+90vl36Wn6Arl75fzMffHuOeGe3DYHEaHJNKUvFp7UWlFBTd/4hOg6zTU1KTc1gi8omnUSgJQ9HXbtkFdHQAzJ49l6KBS6hraqppMeowC38YLfnhFT2A7sooh4W3c/5EbyfW6LzJgIYzz2GOPMWLECH75y1/y5ptvdjmhOjs7eWBzqsNgjvYqKytRVRWP58LP9FpsNq668yOMnjq9UwIwZLGzavAUqjLcF/z4QvQ3laqNTVOXsuzeB7A5JDkuRE8zmUwsXHIHV1xzD02N1TQ316fcXucv5Z877qHSV2FMgKLLtt/2pPLv0jLFTQzfPJyHxj3ETUtu6jRtWYjzIcm/XlZQUsJt996LOzeXmg7rL4WBVZrGYRkEIvqy0+2/mobJZOKWFUuIReNEY7HWXbIiJ8gOHT7vhzbHm7F98EfmlGh8+u6VuLIyezBwIXqf3W7nySefBOCee+7pcmLvjBkzAHjppZe6fIwNGzYQCASYMmUKDsfFne01Wywsve1OJsyeR/WxY2jt4omYrbxeMYn9nuKLeg4h+oM9Zic75l/P5R+7V6b6CnEJKYrC2PHzuPWu/8BsMlPbYRJwJO7kjV0f5oOTcwyMcgDrYtov7WpVZODHpZPpz2TCxgl8ecmXWThlYZdLwwhxPiT5Z4Bst5uVH/sYQ8eMofr48ZSDQQ1Yq+u8J4NARF9WWwvvvQdAfq6Xqy+fS1V1fcqXtQLfJkyJ0JkeoRNb4Cj2nf/HbUsmcut1S7HbZAiB6B/mzZvHfffdx759+3j66ac73X799ddTVlbGW2+9xQ9+8IOU26qrq/m3f/s3AB5++OEeicdkMnHZyluZuvgyqo8fIxGPt96mKyobikexqXA4GvIlUww8GrDG6uHkstu47I67MFtkIrYQvaGgsILb736MskGjqa48RCLR7rMJlW1Hl7Jm783E4vL9sFd1seZf+68H0vZ7CehQcqSEme/N5Ksrv8q4oeOMjkj0E/JqNYjNbueqW25hxqJF1Jw8STSS+sa6U9d5XdMISgJQ9FVbtkBjIwDzpk+irLiA+sa29chMepSCps1nfxxdw165npwT/+LBj9zA7Gnj5cyW6He++c1vUl5eTn19fafbbDYbf/7zn3G73Xz2s59l4sSJfPKTn+Taa69l9OjRbNiwgc9+9rPceuutPRaPqqosuPZG5l59LbUnTxDpMI1+b04ZbwyaSKRDe48Q/VlUNfE3eyGmaz/EohtWSnuVEL0sw5nNtTc9xKx5N1BTdYRwKHXI1bH6Mbzy/ifxBXMNinAg0kBvG+5nNplT1/zTJJ3QkxxRB6M3jWZW/Sz+/a5/p6zgzOtBC3G+5NVqIJPJxJylS7ny5ptprKsj0GGKYzXwsqZxShKAoi9KJJLtv7qO2Wzi1uuWEg5HiLWrIsoOHyUzfOyMD6EmItj2/ZWxjpN89p7bKS8p7I3Iheh1mZmZ/PznPz/j7TNnzmTr1q3cc889NDY28tvf/pY1a9YwZcoUnn/+eR5//PEej0lRFGYuu5LlH/kEzQ0NNLck80+ryvTyyuBpMghEDAiNZjtPOUoYctvHmH3FcjkJJYRBTCYTs+ffwA23PEwo2IyvsTrl9qZwLq+8/0mO1I0xKMIBSGsrUul4UkTafntOcV0xI1ePZEHeAh760EN4XV6jQxL9jKLrklnqC04eOcILTz1FPBbDk5fX6UvnGEVhgqKgypdR0dfMng3jxwPw6lvr+ecbayktLmi9Oa7aOZi3HE1NXTPJHjiKsv9lrpo7gcvnz5AKCyEMVH38GC88+XPCwSCegoKUzyBzIs684zsp9tcZGKEQl85haxar3OVc+bF7KR023OhwhBAtGuqrePH5H1Ffe4KcvLJOQ7NGFr7LxLLXMZtiZ3gE0SOGVYM5D4BYPMaD33mQssJkRdruvN28X/y+kdGlPUvCwtDdQ8k5lcPtV9zOrAmz5ASUuCQk+deHNPt8vPLssxw7eJDcwkJM5tR2qzxgrqqSIW8Goi8xm2HlSsjOJhqL8YNf/hF/IIjHld26i88xmFPu2QCoWpSMU2uwNezhzhuvYsyIwUZFLoRox+/z8Y/f/YqThw+SW1ySepCl60yqOsCYuqPGBSjEJbDB5mVvxTiu+egncefmGR2OEKKDaDTMG//6PTt3rCEntwSLJfVkstPWyPTBL1LsPmBQhAPA0KNgSSb7dF3nvv++j7LCMhRFYV/uPt4rec/gANNXbnMuxZuKGZ07mo+s+Aj53nyjQxL9mCT/+phEPM6G1at59/XXyXK7ychMnXZqA2aqKqWSABR9SXExLF8OisKxk5X84H+fpjA/B7O5rZrvmGcROjrse5kyr4O7bl5OrtdtWMhCiM5i0ShvPPdn3n/3HXKLizFbUhdWL2mqYebJ3dgTUmUh0ltUNfGKNRfTzEUsufk2bPaLm6QthLh0dF1n+9Y3eONfv8OZ6caZ6e60T0XOdqZUvILdEuz9APu7IfvAOqz16v3fup+i3CJUVeVAzgG2lm41MLj0pGoqQ44MwbPHw3ULr2PpzKWYzbLOsri0JPnXRx09cIB//OlPxKPRLtuAKxSFqYqCTZKAoq+YPx9GjwbgH6+v5fW3N1JS1FZF0eiP0ORrZPGcqSxbOEum+QrRR+m6zta33mT13/5CtjcHh9OZcrs9FmHWyV0U+zsPLxEiHVTasnjJ7GHidTczZdGSTq2EQoi+6eSJ/bz0/BMEg03k5JagqqlLxlhNISYP+hdD87cZE2B/NXgH2Nomzn72e5/F6/JiNpk57DnMpvJNBgaXfrJCWVRsq6BMKePj13+ciuIKo0MSA4Qk//owf1MTrzz7LEcOHCC3sLDT2QA7MF1VKZMEoOgLLBa4+WbIzCQSjfH4z/+PSDRGZmYGldV1uLMyuf2GKxg6qNToSIUQ5+Dw7g946TdPoppNuHI6TFbUdUbWH2dS1QFMumZMgEKcp4SisDGzkE1WD8vv/hiDx4w7+52EEH1KOBRg3Zrn2LZlFRlOF1lZnYciFGQfYsbgF8lyyEmqHjFoIzimtV595IeP4HQ4sVqsHHMfY/2g9QYGlz4UTWFQ5SC8O7wsnrSYGy67AYdNqs5F75HkXx+XiMfZ9PbbrHvtNRxOJ1kuV6d9yhWFaYqCXZKAwkgWC1x2GQwaBMChoyf5n189A+jMnzGZqy+bg91u6/4xhBB9Sn1VFS8/9Rtqjh8np6io01q0rrCfucd34o4EDIpQiHPTaMvgJUsesYISVnzsHnIKZLq8EOns5PF9vPryr6ivO0VOTudlKlQlzvjS1YwqWotJlZNUF6X8bciY23r1S098CavFis1q40T2CdYNXmdgcOmhyFdE0ftFZMezufuauxk/bLwM9RC9TpJ/aeLk0aP867nnaKyrIyc/v9MBmA2YpigMktYVYYTycpg3DzqsUblx2048rmyGDS4zKDAhxMWKRaNsePWfbHjtX2S63TizslNuVzWNSVX7GVl/HPkaK/oaHdiZXchriQzGzJnHgmuvx+bIMDosIUQPiMWibN30L9ateQ6LxYrLXdApoeJyVDFzyIvkZh03KMp+oGwVOJe0Xv3qz76Krus47A5OZZ3inSHvGBhc3+YKuRhzZAyxgzEmjpjIHVfdgTvLbXRYYoCS5F8aiUWjbFy9mg1vvYUjI4Mst7vTPqXAFFUlU84kiF4QSCQ44HYz/rbb5OyVEP3c8f37ePmp3xLy+8kpKur0mi/01zHrxC4y4lGDIhQiVcBs418ZBVQ63Cy7/cMMGTtOPquE6Ifqak/y+iu/5djRD/B4i7F1aqXUGVGwkYllr2Exy2fUeSt9ETKXt179+pNfJxwJ43Q4qXZW89awtwwMrm+yxWyMOTUG+147Kio3X34zcyfNlTVmhaEk+ZeGKo8f51/PPUd9dTXegoJOawGqwBhFYYyiYJYvueISSOg6uzSNtyorcbhc3P3QQ/JhJsQAEPT7efO5P7F762Y8+fmdJqRa4zEmVe1naOMpqQIUhjqQmcs/dSel4yez5ObbyHS5jQ5JCHEJaZrGrvffYfWqp0hoCTzeok7fTR3WJiaUvsHg3O2o0gp87kr+Alk3tl799m+/TWNzI1nOLGozanlz+JvGxdbHqJrK8Jrh5O3LI+qPMmv8LFYsWIHX1XltSiF6myT/0lQsFmPTW2+x/s03sTscZHs8nfZxAJMVhQpJyogedEzXebupicrGRibOmsXsJUtwZEgLlRADha7r7Nq8kdf+/DQmk4ort/NE+tygj2mn9uAN+w2KUgxUPmsGqzMKOKLaWXTjSsbOmC0np4QYQPzNDbz1+tPs3rmObFcuGc7sTvtk2uoZV/oWFbnbURU5FD6roqfAdUfr1R889QOq6qvIzsymwdHAayNeMzC4vqO0oZQhB4cQqgkxtGQoNy+9WSb5ij5Fkn9prvrkSV59/nlqTp3ClZODzW7vtE8uME1V8UoVoLgIDbrOhmiUXVVVuLxelt14IyUVFUaHJYQwSENNNa/84fdUHjmEt7Cw02Lriq4zvP44E6oPYtUSBkUpBoqYamJ7TjnvhFXyBlVwxe134S0oMDosIYQBdF3n8MEdvPbyrwgEm/DmFGMymTvtl2WvY1zJWwzK3SFJwO4U/grcH229+uM//ZijlUdxZ7lpsjXxr1H/MjA443kCHsYcHUPsaAx3pptbl93KhOET5MST6HMk+dcPJOJxdr33Hmv++U+i0SjevDxMJlOn/YYqCuMVhQxJAorzENZ1tiUSbKiuRlUUZi1ZwsQZM7BYrWe/sxCiX0vE42x+83XefeUlTGYz7rz8TlWA9liEyVX7GeyrMihK0d8dyi7gLZuXhmicOVdew9TFSzoNRhNCDDyRcJD1a19g66Z/oagqHk9Rl8dIkgQ8i4KfgOfTrVd/8dwv2Hd0H16XF7/Vzz9H/9PA4IyTGclk1KlRmPeZMakmVsxfwYIpC7BZbUaHJkSXJPnXj4SCQTa+9RZb167FbLHgzsnpdBBmAoa1rAfokCSg6EakZV2/TQ0N+INBxk6dyuwlS8jM7tw+IYQY2Bpqqln91+c49MEOsr05ODpM/gbIDzQw7dRe3JGAARGK/qjB5mStZxB7AxGKKgaz+MZbKCgrNzosIUQf42usYfP6l9mx7Q0Uk6mbJGBtSxLwfUkCtpf/OHg/23r11y/8mvcPvE+uO5eQOcRLY18yMLjel+vPZXj1cMxHzEQiEeZPns/V866WKb6iz5PkXz9UV1XF6pdf5vC+fWS53Ti7OAgzAcMVhdGSBBQdRHSd3brOe34/dQ0NFA8axKLlyykoKTE6NCFEH6brOgd3vs/rf3mGYJMPT2EhZrMlZR9F1xhVd4yxNUewanGDIhXpLqqaeS93EOuiJqx2BwtvWMmISVO6PJgXQojTGhuq2bT+H+x8bzWqyYT7DEnAbHst40pXU56zU5KAAHn/DTn/3nr1qZefYtMHm8j35hMxRfj7uL8bGFzvUDSFMl8Zw2uGY6ox0dDUwKjBo7hpyU2UFZQZHZ4Q50SSf/2Urusc3ruXN158kaaGBrK9XuyOjmPvk0nAES1JQLskAQe0cEvS7/1wmNq6OjKzsli4fDlDR4+WNSuEEOcsEg6x+Y3X2Pjav7BYrV0OBLEkYoyuPcrI+uNYZD1AcY7iisp+TzHrTFn4onGmLFjM9MuX4XB2PskphBBnkkwCvsTO995CNZlaJgN3lQSsYVzpW5IEzPkq5D3WevXPr/6Zt997m8KcQuJqnL+O/6thoV1qlriFIfVDGFozlGhDlCZ/E7nuXG5Zdgvjho7r9P1GiL5Mkn/9XCwWY/d777Fu1SqCfj8urxdbN0nAkbIm4IDTMelntVqZsXgxE6ZPx2qTNSuEEBemrvIUbzz3Z47u3YM7Nxe709lpH1s8yujao4yoP45Z1wyIUqSDuKJywFPMlow8Kn1NlA4dzqIbVpJXUmp0aEKINNZQX8Xm9S/x/vY1mExmPN7CLpOATlsDw/I3MyRvGw7rAFy6wvtFyP9m69W/vfk3Xtv4GkW5RWhoPDfxOQODuzQyI5kMqxlGeV05jfWNhCIhygrKuHru1YwbNg5Lh84GIdKBJP8GiFg0yu733mPtqlWEgsFkErCLycAKUN6SBMyVJGC/1qDr7NV19obD1LVL+o2bMgV7RobR4Qkh+gFN09i/fRtvPPdnQgE/nrx8LF2cVLDHIoytPcKwhpOYJAkoWiRaKv12eEo4UdeIPSODRTesZPjEyVKRLoToMQ31lWx69yV27ni72ySgoiQo9exmeMFmCrIPMWAOlTwPQcH3W6++/M7LvPT2S5TkJ5cE+suEv6D3k8rIXH8uw2uGk1efR019DQktwaThk7h81uUMKRkilX4irUnyb4CJRaPs2raNtatWEQ4GceXkdJkEBMgBRioK5YqCKm90/YKm6xwH9moaxyMRGtsl/cZPndplVagQQlysSCjIjnXvsP7VV4jHYrjz8rqcGO6IhRlXc5ghjacwydeTASuhqBzwFLHdXcrJBh8AUxYtZvplS7E55OSUEOLSaKivZOO6F9n1/juoJhMud0GntWtPy7LXMTR/C4Nz3+v/1YDue6Hwp61XX1v/Gn954y+ta909P+55Eqb0XcLDGrdS7CtmSN0QHA0OahtrMZlMLJiygAWTF1CQU2B0iEL0CEn+DVDRSIRd27ax7rXXCAeDZLpcZHQxGATAQbIleKisC5i2IrrOgZZKv/pQiOaGBixWKzMvu4xxU6ZI0k8I0StCAT/b33mbDa/9C01L4MnLx2zpfGDljIYYU3uEwY2V0g48gKQm/RoBhUnzFjB54WKy3B6jwxNCDBD1dafYvuU13t/+FvF4FKfTTYbT1WXVl4JGkXs/g3O3U+Ldg1nth8OsXB+Bol+3Xl2zdQ1/+OcfKC9MTld/YewLRM1Rg4K7MKcTfqWNpeQ15+H3+/H5fWRlZHHl3CuZPnY6WRlZRocpRI+S5N8AF41E2P/BB2x86y0aamqw2u1kezxdttOoQJmiMERRKACpBuzjNF2nGjik6xzRNBobG5OJ3uxspi9YwKiJEyXpJ4QwRLC5mW1vr2bTG6tA13Hn53dZXWFJxBjacIoR9cfJjIUNiFT0hqDZygFPMXuyCzhZn6z0mzhvAVMk6SeEMFAkHOTA/q1s2fBPaquPYTJbcLm7/rwCsJjClHk/YHDedvKzjvSftuDs26H4D61X121fx+9e+l1r8u/FMS8StvT9z+jWhJ+vlPzmfNCgtrGWUCREaX4pV8+9mvHDx8t6fqLfkuSfAJLrMp08coQta9dyaPduFJMJt9fbZUUGQAYwWFGoUBRc/eaTrX9o0HUOt1ya43F8dXUkEglKBw9m6rx5lA8disnUeR0TIYTobX6fjy2rX2fbmtUAePLzMZnNnXfUdUr8dYyoO0ZhoAH51OkfKp1u9nlKOZLhob6mBtCZOG8hkxcsItvjNTo8IYQAQNd1qquO8P57q/lgx9skEnEcGVlkZnrOuAac09ZIqWc3Ra4D5GcfwWyK9XLUPSjzBihtG+qxcedGfvP331BakBy69PKolwnY+mbrc8eEn6Ir+Pw+mgPNAIwbNo5ls5YxtHSorOcn+j1J/olOGurq2LlpE++tX08sFiMzOxuH03nGN0QPUKEoDJJJwYYJtkv4NQLhYJCmxkZMJhPjp01j3PTp5BbIehVCiL6pubGBzW+8xva1a9B1cOXkYD3DerTZkQDD608wpPEUFi191xgaqKKqmUPuQvZ5S6hXLTTW1AI6E+YmK/0k6SeE6MvCoQCHD27nvS2vcerEfhRVJSvLi93R9fJJAKoSJy/rKEXuAxS6DuLJqEyvqkDnVVD2j9arW3dv5cm/PklJQXLgxysjX6HZ3mxUdJ2cMeHnbwYFhpYOZfaE2YwZMgZ3ltvocIXoNZL8E2cUCYXYu3MnW9eupb62FpOikO31drlI+2m5QImiUKIouNPqUy39NOs6J3Sd4y3tvbFolKaGBhKJBNluN1PnzmXEhAk4ZHKvECJN+H2N7Nq0gS2r3yAU8OPIzCLT1fU6S+ZEnCGNlQxrOIE70jcrDkSbBnsmez0lHHIV0BwMEvD5sFisjJ8zj0nzF0rSTwiRdhobqtm/dzPbt7xGU1MdJtVElisXq7Xrk1en2cwBilwHKHQfpNB1gAyrv5civkAZl0H5a61X39v7Hv/7/P+2TvtdNXwVjRmNBgUH9pidnEAOuYFccgI5uEPuTgm/IaVDmDNhjiT8xIAmyT9xVrquU1tZye7t29mxcSOxSASz1Uq2x9Nt+6gTKG1JBOYBJkkGXhRN16kBTrQk/ZqBRCJBU0MDsWgUm83G2KlTGTF+PAUlJVK6LoRIW/FYjEO7drL5jVVUHj2C2WLBlZPbdUsw4Ar7GeSrprypiuxoqJejFWcSMls5mp3PYVcB1bZMmupqiUWjeAsKmXbZUoaOG4/NLmvPCiHSm6ZpVFceZs+u9ezeuZZwOICu6zgcmWQ43WddbsflqKLIfYAi10Hyso/0vaEhjjkw6J3WqzsP7OQnf/5Ja9vv68Nep95Z3zux6OAKu1KSfc6YM3mTrkvCT4huSPJPnJd4LMaJw4fZuXUr+z/4AC2RwOZwkJmd3e0HmwUoUhSKgHxFIUsSU+ckoOtU6zongFO6TozkF4xAUxPhYBDFZGLYmDGMnTyZkoqKM67RKIQQ6UjXdWpOHGf72jV8sGkDuqaR7fVic5y5otkTamaQr4rypmoZEmKAiMnMsaw8jrgKqHZ6CIVCNNfXg6owaso0JsyZR2F5hZygEkL0S5qm0VBfyckT+9i/ZxPHjuxC1zUURcHpdGN3ZHb7/qcqcXIyT+DOqMblqMaVUYPLUY3dYuCJLdsUGLy59eqew3v40TM/aq38Wz10NTWZNZfkqc0JM96gtzXZ5w16sWhtxzvRWJSmQBOhcPLnIwk/Ic5Mkn/igkVCIY7s38+e7ds5tHcvuq6jqipZbjdWm63b+zqAvJaKwHxFwYVMD9Z1HR9Q01LhV63rBFtui8Vi+H0+4rHkYsGlgwczdupUKoYNwy5tvUKIASDY3MyerZvY+Poqgv5mLBYLWV7vGacuouvkhpoob0kEZsSjvRvwABI0WzmRlcex7DyqnG4SOjQ31BMJhcjMdjF18RJGTJqKMzvb6FCFEKJXxaIRqquOcPTwTvbt2URD3UlAwWyxkpnlwWLp/pjpNLvF35oMdLdLClrNkUv7DwCwjoUh77dePXD8AN9/6vutyb81g9dQlV11wQ+v6AqOqANn1JlyyQ5n4wq7UFrGfOm6TjAcpCnQRDwRT97P4WBk+UjGDh0rCT8hzkKSf6JHxKJRTh09ysE9e9izYwfhYDJt5czK6nZYyGkWII9kQtCjKLih3w8PCbcM56jT9daE3+k5YLquEw4G8Tc1AWC12Rg+dixDR4+muLwcm0PapIQQA1MiHufEwf3s3rKZvdu2kIjFsNhsZHk8Z2wLRtfJC/oo8tdR5K/HG26WicEXQSe5hl+l08vx7DxqHdlouk6gyUeo2Y+iqlSMHsOkeQsoHTZCJswLIUQLv7+RypMHOLh/Gwf3bSESCaHrOnZHJna7E4vFdl6V0Q5rU0sysBqXowaH1Y/VHMJmCmE1h7CYw6jKRR7ujD+IpQAACitJREFUW4bC0P2tVw+fOsx3f/fd1uTf2oq1nHSdPPP9dbDH7TijTjKiGZ2SfI6oAxW1090SiQTNwWb8QT8KCpquke/NZ+yQsQwvH05pQSk5rhypJBfiHEnyT/Q4TdOoq6pqrQqsrawERUmWu2dlYc/IOKc3aSvgBtwtyUBPS4WgOc3e4GO6ThPQ2JLsa2yp8GvfjKbrOpFQiIDfTyIeRwE8eXmMmjiR8qFDySsqkoMnIYToIBaJcPzgfnZt2sD+HdvREwmsDjtZbg9qN++ZtniUwkADhf56CgIN0h58FjrgszmpcnqocnqoznATNVtal6EI+ZtRFIWSIcMYN3M25SNHk5F55smXQgghksdM9XUnOXFsL4cPbqem6gh+fyOqqqDroCgqNnsGdrsTs9l6gUkuHYspkkwImkOtf1raJQit5jBWcxhdV9BR0XWFcDhE2aDxODNzwJQH+f/d+ojHq4/zrV9/i+L8YgBOZp8kaA1iTpgxa2ZMmgmzlvy7JWHBEXNg0rs/jkloCSLRCIFQgHAkjKIoqKrKkJIhjBkyhsHFgynJL8HpcF7Az0AIAZL8E70g0NxMTWUlJw8f5tDevdRWVqKoanIhXKeTDKez24O0jjJIDhNxKgrO09fb/d3Sy8nBuK4TAoJAUNcJQPLSMpSjqxmUmqYRCgQI+pPTvXRdx5OTQ8WIEZQOHkxeURHZbndv/ROEECLtRcIhju/fzwcb13Pog/fRtAS2jAwys11nrghs4YyGyA80kh9soCDQKMlAwGfLoCqjJdnndBMxWwHQEgn8vkbCwRAKUDxkKKOnzaBi1GgyXW5DYxZCiHQXiYTwNVTj89VQW32MypMHqK46QjiUrKrWNA2TyYzN7mxJCl6a9b5rq49y7crPUjFkfKfbTtWe4htPfqM1+XcuNE0jGosSjoYJR8NEY1FURUVRFHRdx6SayHHnUF5YzqiKUZQWlFKUU4T5LJ/fQohzJ8k/0esioRA1lZWcOn6cw3v2cOrYMSCZAFMUBZvDgd3hwGyxXNAZLitgI9lKbD39p6JgabfNDCktX109i0ayDbf9JarrxE//nWT13tlWkYrHYoRDIcKhEFoigaoo6EBhaSmDR4ygsKyMvKIiHLJ2nxBC9IhwMMCx/fv4YON6ju7ZjaZpKAo4s13Yz2EpCls8iifcjCfsxxP24w77yY4EUel/X5k0wG/NoNHupNGWSaM9k1pHNuGWdah0XSfk9xNsbkIHFBQGjRrNqCnTKBs2goysLEPjF0KIgSAcCtDYWI2vsZqaqqNUnjpITfVRopEQinK6ZVZH13R0NBRFxWSyYDKZMZktmE3m5HWzGaUl6dadmuqjXHPDvzF0+OTOtzXU8NjPHyPfm09CS5BIJNA0Lfn3luvReBQFpfV5dF3H6/KS78mnMKeQotwiXFku3FluXJkusjKypH1XiEtMkn/CcPFYDF9DA411ddRVVXHq2DEqT5xITrMl+WFhMpuxWK1YbDYsVmufa4HVNI14LEY0EiEaiZCIxaDlA8xms5FfXJxM8hUW4s7JwZ2Tg8VqNThqIYTo/2LRKDUnjnN07x72bd9GfdWp5AGJScWZ7cLmcJzTAYeqJXBHAi0JwWbcLUlBq5bohX9FzwibLDTaM1uSfE4a7Zn4bE4Sattnqq7rhAMBAk0+Tn9FzCsuZcjY8ZQOHUZeaSk2u6w7K4QQRtN1nVCwmVDITzQSIhoNEY2GiUZCBINNBP0+gsGmln2ak3+G/SRiMRS1XQJQB73l5JaSvAro3HjrI5QNGt3peYPhIN/9/XcJhoLYrDZsVhsOmwO71Y7Dnvwz35uP1+XFnenGneUmKyOrzx2/CTHQSPJP9Em6rhMOhWisq6Oxro6aykoa6+rw1dXha2ggkUi0nUnSNBRVxWQ2o5pMmE5fzGbUlu3neyZJ07TkJdFyNqvdn/FYrLVKsSVYdCDL5cLt9eLNzye/uDiZ5PN6z2ngiRBCiN4RaGqi+vhRju3fx8GdO/DV1YIOiqpid2Zgz3Bitpx7G5UlESMjFsEZC5MRi5ARC5MRj7T9PRbBrGuX8F+UFFVNhCw2QmYbQbOt7e8tfwasdsLmziedEokEkVCQUHMzmqYnpyQXFTNk/HhKBg8jv7QUe4assSSEEP1FPB4jGg0TiyaXuFAUFVVVWysCFVVFbVlvUAjRf0jyT6Sd9sMxgn4/Ab+fpoYGAs3NhINBQsEg4VCISChEJBwmEgol79guAXd6fYnTf295YPSWx1dUFZvNhtVmw+ZwYLPbsWdkYHc4yHa5yHK7W9crzMjMxOF0ytksIYRIQ36fj5oTx6g6doyThw5QeewIsUgEFAVd07E57NidTqw2+wWfyLHGY9jjUcx6ArOWwKRpmLUEZr3d37UEJj35d4C4qqIpKglFJaGakn8qKpqqEm/900TYbCVkthI3db8ukq7rRMNhwqEg0VCI0wteqCaVnMJiKkaOomToMPJLy3A4ZViHEEIIIUR/Isk/0e/puk48FiMWi0HLr3vHX/vT11WTCavVekHVgkIIIdKfrusEmnw0VFdTV1XJyUMHqDp6hKaG+uRJpOQIxuRSFFYrFqsNs9WKqqpnf/BeiD0eixGPRolFk8tQaAkNVVXRtAQubw4FZeUUDRqMt7AQd24emW6PnLwSQgghhOjnJPknhBBCCHEWkXCIxpoaGmtraKqvp7G2Gl9dLb66upb18U5Xkutomo6qKpgtVhSTiqqaUFUV1dTSWnX6uqqmrLuk63ryomnouoamtfxd09D0lj81jXg0RiwWReH0cyafV9d1HJlZZLk9ZHu8ePLzySspxZ2TiysnF6vdbuBPUAghhBBCGEWSf0IIIYQQF0HTtOSQjOYmQv5mgs3NNNXX0dTYQKxlEFQsEiYaSVbkxSNRYrEIsWiURCyOoiotj6OjqipmiyV5MVswWcyYLdbkdasFi9VGltuNOzcPZ7YLhzOTjKwsHM5M7LIEhRBCCCGE6IIk/4QQQgghDKJpWuuE+NODqoQQQgghhOhJkvwTQgghhBBCCCGEEKKfktPLQgghhBBCCCGEEEL0U5L8E0IIIYQQQgghhBCin5LknxBCCCGEEEIIIYQQ/ZQk/4QQQgghhBBCCCGE6Kck+SeEEEIIIYQQQgghRD8lyT8hhBBCCCGEEEIIIfopSf4JIYQQQgghhBBCCNFPSfJPCCGEEEIIIYQQQvz/7diBDAAAAMAgf+t7fIURU/IPAAAAAKbkHwAAAABMyT8AAAAAmJJ/AAAAADAl/wAAAABgSv4BAAAAwJT8AwAAAIAp+QcAAAAAU/IPAAAAAKbkHwAAAABMyT8AAAAAmJJ/AAAAADAl/wAAAABgSv4BAAAAwJT8AwAAAIAp+QcAAAAAU/IPAAAAAKbkHwAAAABMyT8AAAAAmJJ/AAAAADAl/wAAAABgSv4BAAAAwJT8AwAAAIAp+QcAAAAAU/IPAAAAAKbkHwAAAABMBYlbS2mOg6WDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_count = data['是否开通电子账单'].value_counts()\n",
    "churn_count = data['是否流失'].value_counts() \n",
    "elderly_count = data['性别'].value_counts() \n",
    "\n",
    "# 设置画布大小\n",
    "plt.figure(figsize=(18, 6))\n",
    "\n",
    "# 设置字体\n",
    "plt.rcParams['font.sans-serif'] = 'Simhei' \n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.gcf().set_facecolor('white')\n",
    "colors = ['#FF9999', '#66B3FF']  \n",
    "explode = (0.05, 0) \n",
    "plt.pie(gender_count, \n",
    "        labels=gender_count.index, \n",
    "        autopct='%.1f%%', \n",
    "        pctdistance=0.55, \n",
    "        colors=colors, \n",
    "        explode=explode, \n",
    "        shadow=True, \n",
    "        startangle=90,\n",
    "        textprops={'fontsize': 20})\n",
    "plt.title('是否开通电子账单', fontsize=18)\n",
    "plt.legend(gender_count.index, fontsize=15, loc='upper right')\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "colors = ['#FF6347', '#98FB98'] \n",
    "explode = (0.05, 0)\n",
    "plt.pie(churn_count, \n",
    "        labels=churn_count.index, \n",
    "        autopct='%.1f%%', \n",
    "        pctdistance=0.55, \n",
    "        colors=colors, \n",
    "        explode=explode, \n",
    "        shadow=True, \n",
    "        startangle=90,\n",
    "        textprops={'fontsize': 20})\n",
    "plt.title('是否开通多条电话业务', fontsize=18)\n",
    "plt.legend(churn_count.index, fontsize=15, loc='upper right')\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "colors = ['#FFD700', '#32CD32'] \n",
    "explode = (0.05, 0)  \n",
    "plt.pie(elderly_count, \n",
    "        labels=elderly_count.index, \n",
    "        autopct='%.1f%%', \n",
    "        pctdistance=0.55, \n",
    "        colors=colors, \n",
    "        explode=explode, \n",
    "        shadow=True, \n",
    "        startangle=90,\n",
    "        textprops={'fontsize': 20})\n",
    "plt.title('性别', fontsize=18)\n",
    "plt.legend(elderly_count.index, fontsize=15, loc='upper right')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "1653750a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制直方图来观察数据分布情况\n",
    "feature_map = {\n",
    "    '用户入网时间': '用户入网时间数据',\n",
    "    '月度费用': '月度费用金额',\n",
    "    '总费用': '总消费金额',\n",
    "}\n",
    "plt.figure(figsize=(20, 6),dpi=100)\n",
    "\n",
    "for i, (col, col_name) in enumerate(feature_map.items(), 1):\n",
    "    plt.subplot(1, 3, i)  \n",
    "    plt.hist(data[col], bins=20, color='#9F79EE', edgecolor='black', alpha=0.7)\n",
    "    plt.title(f'{col_name} 的分布图', fontsize=16)\n",
    "    plt.ylabel('数值', fontsize=20)\n",
    "    plt.xlabel(col_name, fontsize=16) \n",
    "    plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "    plt.grid(axis='x', linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "dbb322b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 核密度估计图  \n",
    "plt.figure(figsize=(12,5))\n",
    "_ =sns.kdeplot(data.用户入网时间[(data['是否流失']=='No')],color='#AB82FF',fill=True)\n",
    "_ = sns.kdeplot(data.用户入网时间[(data['是否流失']=='Yes')],ax=_,color='salmon',fill=True)\n",
    "_.legend(['未流失','流失'])\n",
    "plt.ylabel(\"密度情况\")\n",
    "plt.title(\"流失 + 月份\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "72c6c532",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1, 34,  2, 45,  8, 22, 10, 28, 62, 13, 16, 58, 49, 25, 69, 52, 71,\n",
       "       21, 12, 30, 47, 72, 17, 27,  5, 46, 11, 70, 63, 43, 15, 60, 18, 66,\n",
       "        9,  3, 31, 50, 64, 56,  7, 42, 35, 48, 29, 65, 38, 68, 32, 55, 37,\n",
       "       36, 41,  6,  4, 33, 67, 23, 57, 61, 14, 20, 53, 40, 59, 24, 44, 19,\n",
       "       54, 51, 26,  0, 39], dtype=int64)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['用户入网时间'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "8b082e53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_fee = data.groupby('用户入网时间')['月度费用'].mean()\n",
    "\n",
    "# 3. 绘制折线图\n",
    "plt.figure(figsize=(12, 6))\n",
    "monthly_fee.plot(kind='line', marker='o', color='r')  # 折线图，带点\n",
    "plt.title('月度费用随月份变化情况')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('月度费用')\n",
    "plt.grid(True)\n",
    "plt.xticks(rotation=45)  # 如果月份较多，可以旋转 x 轴标签避免重叠\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3e59f1e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c91c232",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ced5f8ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
